Abstract
Transcranial Direct Current Stimulation (tDCS) is a non-invasive technique used to modulate neural tissue. Neuromodulation apparently improves cognitive functions in several neurologic diseases treatment and sports performance. In this study, we present a comprehensive, integrative review of tDCS for motor rehabilitation and motor learning in healthy individuals, athletes and multiple neurologic and neuropsychiatric conditions. We also report on neuromodulation mechanisms, main applications, current knowledge including areas such as language, embodied cognition, functional and social aspects, and future directions. We present the use and perspectives of new developments in tDCS technology, namely high-definition tDCS (HD-tDCS) which promises to overcome one of the main tDCS limitation (i.e., low focality) and its application for neurological disease, pain relief, and motor learning/rehabilitation. Finally, we provided information regarding the Transcutaneous Spinal Direct Current Stimulation (tsDCS) in clinical applications, Cerebellar tDCS (ctDCS) and its influence on motor learning, and TMS combined with electroencephalography (EEG) as a tool to evaluate tDCS effects on brain function.
Keywords: Neuromodulation, Non-invasive brain stimulation, Motor rehabilitation, Motor learning, Motor performance, Sport, HD-tDCS, tsDCS, ctDCS, TMS-evoked potential, Connectivity
Introduction
Transcranial electrical stimulation has recently attracted considerable scientific interest due to its ability to modulate brain functioning. From a historical perspective, ancient Greek philosophers Plato and Aristotle were both aware of the torpedo fish electrical discharges capacity to elicit therapeutic effects [1, 2]. The use of a live torpedo fish on the scalp to cure headaches might indeed be classified as an early form of transcranial direct current stimulation (tDCS). This practice consists in applying a direct current in a transcranial way, as contrasted with intracranial way, and with a putative brain activity modulation effect. The fish electrical stimulation was used for the treatment of epilepsy, demonic possessions, headaches, and even gout for over 10 centuries [2, 3].
Currently, tDCS devices apply a weak direct electrical current (0.5–2 mA, typically power by a 9 V battery) through two or more electrodes placed on the scalp, typically for a relatively long period of time (e.g., 20 min) to facilitate or inhibit spontaneous neuronal activity. The stimulation facilitates or inhibits spontaneous neuronal activity putatively resulting in cortical excitability modulation [4–7] and neuroplastic reorganization [8–11]. tDCS has been used in neuropsychiatric [12–14] and neurological disorders [15–19], modulation of autonomic nervous system [20–23], appetite [24–26], energy expenditure [27], motor performance [21, 28, 29] and motor learning [8, 30–33]. More recently, a high-definition-tDCS (HD-tDCS) was developed with arrays of smaller “high-definition” electrodes to increase brain modulation accuracy [34, 35]. Delivery of HD-tDCS is capable of inducing significant neurophysiological and clinical effects in both healthy subjects and patients [36].
Therefore, the current paper aims to review, based on an integrative approach, the current state of knowledge focused on the following research topics: (1) Physiological basis and mechanisms of tDCS in motor rehabilitation and motor learning; (2) tDCS as a motor rehabilitation in neurological disorders; (3) tDCS as a form of motor rehabilitation in musculoskeletal disorders; (4) tDCS as a tool to counteract maladaptive plasticity in chronic musculoskeletal pain; (5) facilitation of motor learning and consolidation by tDCS in patients and athletes; (6) underappreciated motor cortex stimulation for psychiatric disorders; (7) language and embodied cognition; (8) functional and social aspects; (9) High-definition tDCS (HD-tDCS) on neurologic disease, pain relief and motor learning/rehabilitation. (10) Transcutaneous Spinal Direct Current Stimulation (tsDCS) on clinical applications; (11) Cerebellar tDCS (ctDCS) and its influence on motor learning; and (12) TMS combined with electroencephalography (EEG) as a tool to evaluate tDCS effects on brain function. These topics are summarized in the Fig. 1.
Physiological basis and functional connectivity of tDCS in motor rehabilitation and motor learning
Mechanisms of tDCS in motor rehabilitation and motor learning
tDCS generates low intensity-sustained current (electric field) in the brain [35, 37, 38]. There are two related mechanisms of tDCS that support its use in motor rehabilitation: modulation of neuronal excitability and plasticity (for a general review of tDCS mechanisms see [39]. For decades, it has been established in animal models that direct current stimulation (DCS) can produce polarity-specific changes in neuronal excitability; “anodal” and “cathodal” polarities provide increasing and decreasing excitability, respectively [40] (Fig. 2). When DCS is sustained for several minutes, animal [41, 42] and canonical human neurophysiology studies using TMS [43] have demonstrated changes in neuronal excitability that are persistent for minutes after termination of stimulation. Animal models have further linked long-term changes in excitability with synaptic plasticity (e.g., long-term potentiation; LTP [8, 44–46] while clinical trials of tDCS have investigated lasting changes following repeated sessions. The modulation of excitability, measured during or acutely after stimulation, and plasticity based on markers of LTP or long-term monitoring, are related. The application of tDCS in neurorehabilitation is not surprising, since it can be used to increase or decrease brain function and learning [47–50], and it is considered safe and well-tolerated [51, 52]. Evidence from DCS clinical trials is further supported by animal models of injury recovery [39, 53–57].
The biophysics and nuance of using DCS to produce lasting changes in brain function have been extensively studied. The cellular targets of DCS include the soma of pyramidal neurons [58, 59], axon terminals/synapses [60–62] and dendrites [45]. In each of these cases, membrane polarization of the cellular targets by current flow is the initial cellular mechanism of action. One key nuance is that there is no such thing as an “only depolarizing” or “only hyper-polarizing” mode of DCS; rather, every neuron has compartments that are depolarizing and compartments that are simultaneously hyperpolarized during DCS [60, 63]. Changing the polarity of stimulation reverses the polarization in each given compartment. For example, it is correct to say that “anodal” DCS will depolarize the somas of most cortical pyramidal neurons while recognizing that other compartments of those neurons and of neighboring cells will be simultaneously hyperpolarized [59]. Despite the complex polarization pattern, there can be significant directed changes in function (as noted above), but the role of polarity may vary with nuance in underlying brain activity [45].
A further key nuance of DCS is “functional targeting” [64]. Because tDCS may be too low intensity to generate activity de novo, the idea is that specific brain networks become activated by a task (e.g. rehabilitation training) and, because they are already active, these networks (and not others) become more sensitive to tDCS [39]. For example, only synapses already undergoing plasticity would be modulated by DCS, while inert synapses would not be activated or modulated [45]. This feature can be a virtue since it supports exquisite selectivity: only those brain regions activated by a task would be susceptible to be modulated by tDCS. These results also explain the dependence of tDCS on brain state [64–68], which can be understood not as a limitation but rather a factor to control and leverage [69].
The flow of electrical current through the brain changes by the presence of a lesion [70–73] or injury [74]. Computational models of current flow can be used to account for and optimize current delivery in such cases [75]. While which current flow pattern is best suited for a given clinical or rehabilitation indication is still an open question (relating to the mechanisms of DCS), the current flow models are already validated [76].
Alternative or complementary mechanisms of DCS include modulation of oscillations [67, 77], glial function [78, 79], vascular function [80, 81], growth and mobility [82, 83] or neurogenesis [84, 85]. In addition, over a decade of systematic research in animals and human trials have demonstrated differences in the dose and brain-state dependent aspects of tDCS modulation, particularly in the motor system. For example, changing the montage [6, 34, 86], polarity [66], intensity [87, 88], duration, concomitant medication [89], or task may qualitatively change outcomes [9]. It is important to recognize that the decades of work on DCS and ongoing emerging insights into the nuances of stimulation not necessarily a deficiency of understanding tDCS. Conversely, it reflects that tDCS is a technique far better characterized than most interventions [90–92] and the inherent complexity of brain function. In the context of neurorehabilitation, ongoing research is thus not directed to the general plausibility of enhancement by tDCS (as a tool to modulate excitability and plasticity) but rather specifically how to account for these nuances in order to optimize rehabilitation outcomes [93–95] including reducing variability in responsiveness [96–99].
tDCS and brain connectivity on the motor cortex
Brain connectivity research focuses on anatomical pathways, interactions and communications between different regions of the central nervous system. The connectivity analysis based on brain activity can be undirected or directed and classified as functional, if it measures the statistical dependence of signals, or effective if it takes into consideration the causal relationship between signals. The regions of interest can be defined in micro- or macro-scale levels and their interaction can be considered as static or dynamic. Brain connectivity methods have been substantially applied to the study of the motor cortex, extracting new features from resting state, motor and imagery tasks. The underlying networks are built using EEG, functional magnetic resonance imaging (fMRI) and functional near-infrared spectroscopy (fNIRS) data and then assessed through functional connectivity (FC) or effective connectivity (EC) measures, for healthy and pathological subjects [100, 101]. See Fig. 3d for an example of brain networks activation during tDCS and the respective connectivity matrix visualization.
The first report of tDCS effects on motor cortical connectivity is the work of Polaina and collaborators [102]. They applied anodal tDCS over M1 in resting state and during motor tasks performed by healthy subjects. The FC from the EEG signals in different frequency bands were calculated and compared before and after the stimulation. They observed significant intrahemispheric and interhemispheric connectivity changes in all bands and conditions. Specifically, in theta and alpha bands, FC increased between frontal and parietal-occipital areas after the stimulation, during hand movements, evidencing robust tDCS-induced alterations in the sensory-motor brain network. Further studies analyzed the brain connectivity from EEG recordings after the stimulation of the motor cortex. Hordacre and colleagues [103] investigated the anodal tDCS in chronic stroke patients on the lesioned M1. The FC analysis showed stronger connectivity between ipsilesional parietal cortex and contralesional frontotemporal cortex, in the alpha band, associated with the increase of corticospinal excitability following the stimulation. This association was not observed in sham stimulations and suggests FC as a biomarker of therapy response. Baxter and coauthors [104] studied the effects of anodal tDCS on the motor cortex connectivity during motor imagery tasks. The target was the left sensorimotor cortex and they calculated the EC between EEG channels related to the frontal and parietal regions. Comparing pre- and post-stimulation conditions, the findings in the alpha band reveal different correlates in a task-specific manner. During right-hand imagination, EC increased from the ipsilateral PMC and contralateral sensorimotor cortex to the target area. In addition, during left-hand imagination, EC increased from the target area to multiple regions across the motor cortex. The results showed a task-specific modulation between tDCS and brain network organization. Gaxiola-Tirado and collaborators [105] examined the stimulation effects during motor imagery tasks. They found strong FC in alpha and beta bands between central channels, following tDCS on the lower limbs. In the sham group, they noticed more random connections in these regions.
An increasing number of studies have considered resting-state functional magnetic resonance imaging to understand the connectivity pattern shifts in the default mode network observed after tDCS. Sankarasubramanian and colleagues [106] reported a Thalamocortical networks study focused on the pain matrix. They demonstrated that anodal M1 tDCS increased FC between ventroposterolateral area and sensorimotor cortices and also between motor dorsal and motor cortices. The findings suggest that M1 stimulation modulates FC of sensory networks. Lefebvre et al. [107] showed that a single session of dual-tDCS combined with motor skill learning increases FC between M1 and PMd of the damaged hemisphere in chronic stroke patients, supporting the hypothesis that changes in FC correlate with recovery. Chen and coauthors [108] analyzed FC in individuals with stroke. The connectivity increased between ipsilesional motor cortex and contralesional premotor cortex after tDCS in motor rehabilitation, suggesting that the activation of interactions between motor and premotor cortex might be beneficial for stroke motor recovery. Sehm and colleagues [109] studied different setups of tDCS over the M1. The bilateral and unilateral M1 tDCS induced a decrease in interhemispheric FC during stimulation and the bilateral M1 tDCS induced an increase in intracortical FC within right M1 after the intervention. Depending on the tDCS montage, the connectivity analysis revealed different effects in M1 processing and can explain the induced changes in motor performance and learning from the perspective of the neural networks modulation. Rosso et al. [110] examined brain connectivity after cathodal tDCS applied to the right inferior frontal gyrus, before a picture-naming task performed in healthy individuals. They found greater FC between the right Broca’s area and the supplementary motor area (SMA) and these findings were correlated to the improvement of learning abilities, in the sense that subjects named pictures faster after cathodal relative to sham tDCS.
Besides EEG and fMRI data, tDCS effects on brain connectivity can also be examined based on hemodynamic changes. For instance, Yan et al. [111] observed the resting state fNIRS and showed that the FC between intracortical regions decreased during anodal tDCS in the motor cortex indicating a relationship between brain network changes due to the stimulation and the hemodynamic responses.
There is extensive literature investigating electrical brain stimulation and FC. Therefore, future work should investigate more correlates between tDCS and directed brain interactions through EC measures, in different frequency bands, including cross-frequency causality. These time-varying causal brain networks captured by EC can modulate power spectra and behavioral responses [112], opening new possibilities, advancing the state of art of the tDCS therapy on the motor cortex and extending the knowledge on the effects beyond the target area. Figure 3 summarizes the physiological basis and mechanisms of tDCS.
tDCS as a motor neurorehabilitation tool in neurological disorders
Neurological disorders resulting from injury or disease of the nervous system are a significant cause of disability and death worldwide [121]. Patients with disability due to neurological conditions have significant socioeconomic implications due to long-term functional and psychosocial issues, and requirement for specialized rehabilitation services [122–124]. Advances in the understanding of brain function, recovery from injury and neuroplasticity have provided a basis for developing new technologies that are slowly becoming part of neurorehabilitation approaches, especially the increasing application of tDCS [125–127]. This review summarizes the applications of DCS in the most common neurological disorders investigated in tDCS trials.
Stroke
Rehabilitation of motor function after stroke is the most thoroughly studied clinical application of tDCS in neurorehabilitation. Beneficial effects of tDCS on post-stroke rehabilitation have been reported in meta-analyses concerning the upper [128–131] and lower-limb functions [132] and mobility [49, 132, 133].
Based on the model of post-stroke abnormal interhemispheric inhibition [134, 135], three different montages of stimulation to improve motor recovery are commonly used: anodal tDCS (a-tDCS) over the ipsilesional hemisphere, cathodal tDCS (c-tDCS) over the contralesional hemisphere, and dual tDCS where the anode is placed over ipsilesional and cathode over contralesional hemisphere simultaneously [17, 47, 52]. These three montages are supposed to help to normalize the balance of transcallosal inhibition between both hemispheres resulting in improved motor function [136]. However, dual montage (electrode size: 4 × 4 cm or 5 × 7 cm; 1.5 or 2 mA; 30–40 min; 5–10 sessions; Fig. 4b) [140, 141] seems to be superior in reducing motor impairment when compared with anodal tDCS (a-tDCS) or c-tDCS polarity [129]. Nevertheless, tDCS application guided by imbalanced interhemispheric inhibition may be inappropriate in patients with greater cortical damage and more severe motor impairment [125]. fMRI studies demonstrated that an increased contralesional cortical activation may be an adaptive reorganization in severely affected patients [151, 152]. Therefore, the choice of tDCS montage should take each individual patient’s motor functional network into consideration.
Apart from M1 [153–157], other areas such as the SMA [158], primary somatosensory cortex (S1) [159] and premotor cortex (PMC) [160] and cerebellum [50, 161, 162] have been targeted in tDCS studies for stroke motor rehabilitation. Overall, patients in acute [155, 163], subacute [164] and chronic phase [156, 157, 161] have shown improvement in motor impairment after tDCS. A previous meta-analysis reported that tDCS showed a more significant effect size on motor recovery in chronic stroke when compared to acute stroke [129]. When combined with conventional treatment, tDCS can reduce motor impairment in patients with stroke more than motor training isolated [141]. Stimulation has been applied before [153, 154, 157], during [155, 156, 164] and after motor training [165, 166]. Currently, there is insufficient evidence for recommending specific targeted cerebral areas, stroke phase, type of combined therapy and order of stimulation/therapy application for all patients. The magnitude of tDCS effect on stroke motor recovery appears to be influenced by multiple factors such as stroke severity and chronicity, lesion size and location, and cortical tract integrity [52, 166]. Future research should focus on developing the personalized tDCS protocol based on individual patient factors to lead to better motor recovery.
Parkinson disease (PD)
Advances in the potential therapeutic effects of repetitive transcranial magnetic stimulation (rTMS) [167, 168] have encouraged the use of tDCS as an alternative therapy in PD. Although systematic reviews have not reported the benefit of tDCS for PD motor rehabilitation [92, 169, 170], nevertheless preliminary studies have suggested that tDCS could ameliorate bradykinesia [171], freezing of gait [150, 172], balance and functional mobility [173–177]. However a decrease in PD motor performance was reported [178] and pointed out essential aspects, such as methodological variability among studies, participant characteristics, tDCS protocols, stimulation target, outcome measures, and study design to support congruent findings and conclusive evidence in future reviews.
tDCS studies in PD motor function used distinct stimulation targets, such as the M1 [172], SMA [174, 175], cerebellum [179] and dorsolateral prefrontal cortex (DLPFC) [180, 181]. Other studies used simultaneous stimulation target for multiple cerebral areas [150, 171, 177]. A multitarget stimulation (Fig. 4f) provided a more significant benefit when compared to a single target [150]. Most of these PD therapeutic studies used a-tDCS montage [92], and only few studies investigated tDCS effects combined with conventional therapy in PD [173–175, 182, 183]. Kaski et al. [173] and Costa-Ribeiro [174] demonstrated that the combination of tDCS and motor training improves gait performance more than the training itself. In contrast, Manenti et al. [182] and Schabrun et al. [183] found a non-significant benefit of tDCS combined with motor training. It should be emphasized that tDCS does not replace antiparkinsonian drug, but complements the therapy. As tDCS-induced plasticity is dependent on the dopamine concentration [184], a low dopamine level can impair the tDCS effect [185]. Therefore, future innovative studies should consider the optimal dopamine concentration during tDCS therapy.
Dystonia
Currently, the beneficial effects of tDCS on motor rehabilitation in dystonia are modest and highly speculative since few studies, is most case reports or small case series, have suggested a potential therapeutic role of the technique [186–190]. Considering that increased excitability or loss of inhibition at multiple levels within and among cortical motor areas was reported in dystonia [191, 192], a possible therapeutic strategy would be to increase the inhibitory cortical drive. Indeed, inhibitory low-frequency rTMS over M1 decreased writing pressure in patients with focal hand dystonia [193]. A similar beneficial effect was obtained when c-tDCS was applied for 5 days over bilateral motor/premotor areas in two musicians with focal hand dystonia [189]. However, failures of c-tDCS to improve fine motor control in writer’s cramp [194] and musicians cramp patients [195, 196] were reported after short intervention period (1–3 sessions). Simultaneous inhibitory and excitatory stimulation on M1 (electrode size: 5 × 7 cm; 2 mA; 20 min; 1 session; c-tDCS on the affected M1 and a-tDCS on the unaffected M1; Fig. 4b) combined with sensorimotor training for 5–10 sessions seems also promising for therapeutic purposes in dystonia [142, 188]. Furuya et al. [142] reported that tDCS fails to improve fine motor control when stimulation is applied without motor training (during rest). Cerebellum has also been a target of tDCS studies in dystonia; however, the results are still contradictory findings [187, 197]. Large clinical trials with multiple-sessions are still required to elucidate the therapeutic role of tDCS on neurorehabilitation of dystonia and to implement it in clinical practice.
Spinal cord injury (SCI)
Very few studies have examined the effects of DCS in improving motor functions after SCI [198]. Evaluations through multiple-sessions have shown improvement in hand [137] and gait function [199] when stimulating M1 with a-tDCS (electrode size: 5 × 7 cm; 2 mA; 20 min; 10 sessions; the anodal electrode placed over C3/C4 contralateral to the targeted arm and the cathodal electrode located over contralateral supraorbital area; Fig. 4a). Although Kumru et al. [200] found no benefit of combining tDCS with motor training, others studies suggest that pairing tDCS with motor training provides an advantage in improving motor function in individuals with SCI [137, 199, 201]. tsDCS, a promising noninvasive stimulation of central nervous system through a direct current over the spinal cord, emerged as an innovative tool [202]. In healthy individuals, although still debatable [203], tsDCS have been suggested to modulate spinal networks [204, 205]. Therefore, it is expected that tsDCS, modulates spinal function, and motor outcomes in subjects with SCI. Indeed, the findings of Hubli et al. [206] have shown that anodal tsDCS can modulate spinal neuronal circuitries after SCI. Powell et al. [207] have shown that cathodal tsDCS can increase corticospinal excitability contralateral to the reference electrode and decrease corticospinal excitability ipsilateral to the reference electrode. Further studies are needed to understand the extent to which tsDCS can be a complementary treatment to improve motor function in SCI patients.
Multiple sclerosis (MS)
Over the recent years, the effects of tDCS have been assessed on various MS-related complications including sensory and motor deficit [208–210], spasticity [211], pain [212, 213], fatigue [214–216] and cognitive disorders [217]. Among these, fatigue is the symptom more frequently addressed for tDCS therapeutic studies [218]. Overall, these studies suggest that the application of a-tDCS for 5 consecutive days could decrease fatigue symptoms, but the stimulation site differs among studies, and positive effects were found when tDCS was applied over bilateral S1 [216, 219] or M1 [214]. Over left DLPFC, beneficial [220, 221] or no effect [215] of tDCS was reported. Regarding motor performance, there is speculation about the possibility of tDCS having therapeutic potential but based only on a few single-session studies [208, 210]. More significant therapeutic effects are expected from the application of multiple tDCS sessions in coming studies.
In summary, tDCS probably helps the brain to establish new patterns of activity that support functional recovery. Despite the challenge in drawing a definitive conclusion for all neurological disorders, tDCS has emerged as a promising therapeutic tool for motor neurorehabilitation. However, the successful implementation of tDCS in clinical practice will rely on identifying biological markers which can predict responders and on determining optimal stimulation protocols that take individual patient factors into account. In addition, the rationale for the use of tDCS in neurorehabilitation settings is to provide additional benefit beyond conventional therapy (i.e., to offer an adjunctive approach for patients with neurological disorders).
Traumatic brain injury (TBI)
TBI can cause a wide range of impairments, including cognitive, sensory or motor impairments. Some studies have considered the use of tDCS for non-motor impairment [222, 223], but evidence of tDCS for motor neurorehabilitation after TBI is currently lacking [224–226]. We found one tDCS-study that included trauma-injured conditions (TBI and stroke) focusing on motor recovery. Motor improvement was reported after 24 sessions of bihemispheric tDCS over motor primary cortex (electrode size: 2 × 2 cm; 1.5 mA; 15 min; 24 sessions (3 days/week); the anodal electrode placed over the ipsilesional M1 and the cathodal electrode over the contralesional M1; Fig. 4b) associated to physical therapy [143]. This preliminary human result and some from animal studies [119, 227] have supported the potential benefit and safety of DCS after TBI. However, the diffuse damage associated with TBI, making it difficult to determine the stimulation target, could limit the use of tDCS as a therapeutic modality to improve motor outcomes after TBI.
tDCS as a motor neurorehabilitation tool in musculoskeletal disorders
Musculoskeletal disorders involve a set of diseases coming from skeletal, articular and muscular systems, and associated with dysfunction from the cellular to biomechanical levels. Plasticity in the brain, however, has been often neglected in people with musculoskeletal disorders, and may be a factor influencing disease initiation and maintenance. Reorganization of the motor cortex has been described in many musculoskeletal conditions (see below). Unfortunately, current evidence involves the combination of musculoskeletal disease and pain, generally chronic pain (CP), making it difficult to disentangle those conditions to understand whether reorganization is related to the musculoskeletal disorder per se, or to CP.
Neurophysiological changes associated with musculoskeletal dysfunction associated to CP have been studied with TMS. A review of studies on migraine, musculoskeletal and neuropathic pain has reported no difference in resting motor threshold and motor evoked potential (MEP) between people with or without CP [228]. When only TMS studies on musculoskeletal pain are individually analyzed, MEP is reported to be higher in low-back and patellofemoral pain, but not neck pain, fibromyalgia, arthritis or myofascial pain [228]. TMS motor maps, however, are consistently rearranged. Previous studies have demonstrated changes in the primary motor muscle representation in different conditions. Low back pain, for example, is related to a decrease in the multifidus cortical map size which also has its center of activity (Center of Gravity) superposed with the superficial erector muscles [229, 230]. This abnormal representation may be associated with muscle activation dysfunction, altered activation/coordination of tonic/phasic muscles, and impaired biomechanical patterns of movement. The same has been shown for the quadriceps muscle in people with knee pain [231] and the extensor digiti muscles of people with tennis elbow [232]. Those changes in the motor maps might constitute key factors in sustained muscle pain [233] and have been associated with disease severity [229].
Therefore, TMS findings from musculoskeletal dysfunction indistinguishable from the presence of CP include a variable increase of MEP and motor maps rearrangements in the M1. These findings characterize a state of maladaptive plasticity, where changes in the central nervous system organization and functioning lead to decreased function through abnormal sensorimotor activity and pain.
tDCS as a tool to counteract maladaptive plasticity in chronic musculoskeletal pain
Electrical currents can be used to modulate pain in various manners. One of its uses is by applying them directly on the scalp of cortical brain structures to modulate neural networks, inhibiting or stimulating endogenous brain activities (in sessions of 20 to 30 min and for at least five to ten consecutive days). They can also be applied to peripheral (extra cephalic) anatomic structures with the aid of surface or needle electrodes applied to the skin.
Though Peripheral Electrical Stimulation (PES) is not the topic of the present review, the combination of tDCS with PES has gained prominence as a method to potentiate the effects of tDCS. The application of monophasic or biphasic currents in musculoskeletal regions and/or over nerve trunks of peripheral nerves within less than 30 min at the sensory threshold and with frequencies ≧10 Hz produces an inhibition of intracortical synapses [234]. On the other hand, stimulation performed at the sensitive threshold or low level of motor activation that promote weak contractions without fatigue can increase cortical excitability [234, 235]. In this last case, electrical currents should be applied for 60 to 120 min (usually 90 min) with frequencies < 10 Hz. As such, depending on the duration, current intensity and frequency, PES can also modulate the M1, producing analgesia. The combination of excitatory a-tDCS with inhibitory sensory PES has been shown to potentiate the effects of the first, although the exact mechanisms associated with this combination are unknown [236, 237]. Hence, tDCS associated with PES may be used effectively in the control of CP associated with musculoskeletal and neuropathic conditions.
The most commonly used targets for neuromodulation of musculoskeletal dysfunction and CP are the M1 (electrode size: 5 × 7 cm; 2 mA; 20 min; anodal C3/cathodal Fp2; 5 sessions; Fig. 4a) and left DLPFC [18, 138]. Previous work with TMS has demonstrated that stimulation of these regions modulates pain-related areas via the activation of dopaminergic, glutamatergic, adrenergic, and cholinergic pathways [238]. In the 90’s, a group of Japanese neurosurgeons were seeking targets for implants in the cortex and recording thalamic activity while doing cortical stimulation to look for cortical areas related to pain in cats [239]. At first, they expected the S1 to be the best target. However, since they were next to the M1, they tested it by chance. They observed that there was decreased thalamic spike activity only when they stimulated the M1 and there was fairly no response to the stimulus of the S1. Later on, this cortico-thalamic pathway has been shown to be involved in the modulation of the grey periaqueductal substance, the cingulate cortex, and indirectly the amygdala, primary and secondary S1, spinal cord, and trigeminal ganglion [240]. Thus, the M1 is a good target for neuromodulation because it reaches a wide network related to pain control. a-tDCS applied to the M1 can probably control pain through the restoration of cortical modulation of the pain network [241]. It also seems that the stimulation has a somatotopic effect, that is, the closer to the cortical painful representation, the better the result [242]. However, the M1 stimulation also has a diffuse analgesic effect, and diffuse pain syndromes may be treated by this technique [243, 244].
The prefrontal cortex, another target for modulation of pain, is an executive area and directly influences the M1. This area is dysfunctional in CP [245], suggesting that its modulation would be a relevant goal. DLPFC stimulation has the potential to promote pain control, as it modulates the M1 and is dysfunctional in CP patients. However, its effectiveness in promoting analgesia has been refuted in many studies [92, 246, 247], although it would be interesting in the control of relevant aspects associated with CP such as decreased cognitive performance and depression.
a-tDCS of the M1 to treat CP patients has been validated in different pain syndromes such as fibromyalgia, neuropathic pain, and musculoskeletal pain, among others [18, 138]. The European Federation of Clinical Neurophysiology has attributed a level C of recommendation in the treatment of lower limbs pain associated with spinal cord injury and a level B in the treatment of fibromyalgia [92]. However, a comprehensive meta-analysis has shown that a-tDCS over the M1 has only a minimal clinical effect in the control of pain, but a consistent impact on increasing quality of life in chronic pain patients [247]. A recent consensus recommended as a level A for a low (from 20 to 30%) to moderate (from 30 to 50%) benefit in the control of pain associated to fibromyalgia; a level B recommendation for neuropathic pain, abdominal pain, musculoskeletal pain, and migraine and a level A of recommendation against the use of a-tDCS in the M1 alone in low treatment of low back pain [138]. The combination of a-tDCS in the M1 with sensory PES at the painful area has been shown to be a way of potentiating the effects of tDCS. Schabrun et al. [237] showed that this combination was the most advantageous in decreasing pain in increasing multifidus M1 map volume (a measure of the total excitability of the cortical representation) in patients with low back pain. Hazime et al. [248] found similar results, showing that a-tDCS over M1 associated with 100 Hz sensory PES lead to a greater clinical effect than tDCS and PES alone or sham stimulation.
Facilitation of motor learning and consolidation by tDCS in patients and athletes
Motor control refers to the process of achieving a desired coordinated movement by the nervous system structures. Motor cortex projections to motor circuits within the spinal cord are closely linked to muscle control [249]. Motor learning depends on the motor cortex to learn new movements, anticipate or adjust the desired action [250]. Motor cortex learning-related plasticity involves synaptic strength [251] and dendritic spine growth [252]. Stabilization of these modifications involves intracellular signal transduction cascades, neuronal protein synthesis, and neural networks [253]. A fundamental question arises as to how tDCS modulates neuronal polarization. The low current up to 2 mA through non-invasive electrodes on the scalp [35] modulates the neuronal excitability accordingly with electrode polarity. In general, it is assumed that anodal stimulation current enters the tissue inducing excitatory effects, and cathodal stimulation current exits the tissue inducing inhibitory effects. Anodal stimulation increases neuronal firing rates and intracellular Ca+ 2 concentration [60] which is possibly related to long-term potentiation mechanisms [254]. Whereas tDCS biophysics effects modulate neuronal membrane polarization [255], a second question then arises whether tDCS benefits motor learning on rehabilitation and sports performance. Nitsche and Paulus [43] demonstrated a polarity-dependent modulation of motor cortex excitability with tDCS (up to 1 mA, anode motor cortex, cathode forehead above the contralateral orbitofrontal). MEP amplitude of right abductor digiti minimi muscle was higher after anodal stimulation. As the MEP amplitude is related to the corticospinal excitability [256], tDCS appears to be effective to modulate motor learning in both, health and disease conditions. Several studies have reported anodal M1 stimulation related to behavior improvement, such as executive function and rowing performance [257], self-perception, but not swimming performance [258], learning novel skill [33, 139, 259], isometric contraction [260], countermovement jump performance test [261], motor imagery and finger tapping reaction time (RT) in elderly [262], and cognitive and visual attention performance [263]. Regarding motor learning (electrode size: 5 × 5 cm; 1 mA; 20 min; 5 sessions; Fig. 4a), the anodal electrode has been placed over a presumed “target” (eg.: left M1 to target right upper limb, C3) with the cathodal electrode located over the contralateral supraorbital region (eg.: right supraorbital area, Fp2) (Reis et al. 2009). However, the tDCS biophysics effects on the nervous system is beyond the M1. Shimizu et al. (2017) used anodal cerebellar tDCS, and showed enhanced transfer performance on fine motor sequence learning and generalization. On the other hand, Foerster et al. (2017) showed that cathodal cerebellar tDCS impaired static balance [264]. As these behavior changes depend on the tDCS biophysics (polarity, current, time) and neurophysiology (brain target, function, connection), such neuromodulation method is challenging human limits. In spite of improving learning and motor performance, tDCS also has a boost effect when it reduces fatigue perception [21, 265–267].
Therefore, the tDCS effects shown in this growing range of protocols exploring intensity, dosage and electrode assembly [33, 259, 268–271] are supporting new approaches, not only to sports [259], but to promote physical and cognitive rehabilitation in several pathological conditions [32, 33]. The rationale, for example, is to use anodal tDCS to stimulate the lesioned motor cortex or cathodal tDCS to inhibit the contralateral motor cortex, and improve motor learning and motor skills [272].
Another aspect of motor learning which athletes excel on is timing. Learning when to perform an action (and when to withhold responding), and doing so with precision (i.e., with as little variability as possible) is important in virtually any sport modality. Although the number of studies focusing on temporal aspects of motor learning is still small, there is some evidence for the beneficial effects of tDCS on motor timing. For example, Arias et al. [273] tested whether stimulation of M1 improved performance in a fast arm reaching task. In this procedure, healthy participants had to reach for an object as fast as possible after a signal (auditory cue) was presented. The results showed a premotor reduction time after either anodic or cathodic stimulation of M1. That is, the time between signal and movement-related EMG onset decreased compared to sham stimulation. Moreover, the authors showed that fatigability (i.e., increased reaching times when the trial was repeated) was also avoided by real stimulation.
Very few studies have also shown that non-invasive brain stimulation (NIBS) may improve temporal processing in larger temporal scales, in the range of seconds to minutes (referred to as interval timing by the timing community). Mainly, these studies have suggested that tDCS over the posterior parietal cortex (PPC) enhances temporal discrimination [274–276]. Moreover, when this area is disturbed by transcranial random noise stimulation (tRNS), temporal performance is disrupted [277]. Finally, stimulation of DLPFC [148] and primary auditory (A1) and visual cortices (V1) [149] also seems to affect temporal performance. Despite these promising results, the effects of tDCS on temporal performance are still largely unknown, but they may contribute to the understanding of the neural basis of timing.
Other effects of motor areas modulation
Underappreciated motor cortex stimulation for psychiatric disorders
The motor cortex is usually not tDCS as the first target for most psychiatric disorders. In fact, the prefrontal cortex is usually stimulated for depression and schizophrenia [278–280]. Notwithstanding, the motor cortex role in psychiatric disorders might be underappreciated according to evidence from motor cortical excitability studies in these disorders. For instance, in a study involving 60 patients with major depressive disorder and 21 controls, patients presented decreased cortical silent period values as a measure of cortical inhibition compared to controls. In addition, atypical depression presented a distinct cortical excitability pattern characterized by decreased cortical inhibition and increased cortical facilitation compared to other depression subtypes [281]. In fact, a meta-analysis investigating motor cortical excitability in psychiatric disorders showed that inhibitory deficits are a ubiquitous finding across major psychiatric disorders and enhancement of intracortical facilitation is specific to obsessive-compulsive disorder [282].
There is also evidence that stimulation of non-motor areas affects motor cortical excitability in psychiatric disorders. In schizophrenia, a recent study performing non-motor, sham-controlled, double-blinded tDCS (anode and cathode positioned over the left prefrontal and temporoparietal junction, respectively) found changes in cortical inhibition after active but not sham tDCS [283]. This is not surprising as electric current simulation models show that under this tDCS montage motor cortical areas are also activated [184]. Particularly, tDCS might be an interesting option in patients with schizophrenia and prominent motor symptoms such as catatonia [285, 286].
Moreover, motor cortical excitability assessments at baseline might be useful to predict antidepressant response of tDCS, as, in a large clinical trial in depression, it was found that lower intracortical inhibition values (increased GABAA-mediated inhibition) at baseline were associated with lower depression improvement for anodal - left / cathodal - right dorsolateral prefrontal cortex stimulation [12]. This is interesting as it suggests that motor cortical excitability is a biomarker for antidepressant response, further unveiling the role of motor cortex in depression and antidepressant response.
Finally, tDCS treatment for obsessive-compulsive disorder directly targets the SMA, as this brain area is involved in dysfunctional thalamic-cortical circuits related to obsessive-compulsive disorder pathophysiology. Promising results were observed in a pilot study investigating the efficacy of cathodal vs. anodal stimulation of SMA in 12 patients with obsessive-compulsive disorder [147]. The results have shown that cathodal stimulation of SMA (electrode size: 5 × 5 cm; 2 mA; 20 min; 10 sessions; Fig. 4e) for treatment-resistant obsessive-compulsive disorder [147]. In fact, a larger, randomized, sham-controlled trial investigating the efficacy of cathodal tDCS over the SMA (electrode size: 5 × 5 cm; 2 mA; 30 min; 20 sessions; Fig. 4e) in 44 patients with obsessive-compulsive disorder will help further clarifying the involvement of motor cortex in obsessive-compulsive disorder pathophysiology and clinical response [146].
Language and embodied cognition
Theoretical advances in cognitive neuroscience, particularly regarding the neural instantiation of language, emphasize the embodied nature of human cognitive functions. In this regard, the effects of modulating motor networks activity (e.g., using tDCS) on language provide an important framework for testing embodied theoretical cognition models. The M1, for instance, is arguably enrolled in functions extending far beyond the mechanical implementation of motor programs, which includes high order functions such as memory [287] and the processing of action-related abstract concepts [288]. Both passive listening and categorization of verbs referring to upper or lower reliably reduce corticospinal excitability in a somatotopic fashion, according to limb recruited by the verb [289]. In a single pulse TMS study, the amplitude of MEP in the leg and arm muscles were shown to be selectively modulated in a categorization task of learned names of soccer or tennis players [290]. Crucially, words arbitrarily associated with tennis categories seemed to be sufficient to modulate corticospinal representation of leg muscles, reinforcing that M1 is involved in processing abstract action-related concepts. In a related study on the role of the M1 in speech perception, a-tDCS, c-tDCS or sham tDCS was applied to the left M1 during a task of picture recognition simultaneously presented with a sentence, both with or without motor content [145]. c-tDCS (electrode size: 5 × 7 cm; 2 mA; tDCS started 4 min before the beginning of the task and was delivered for the whole course of the task execution, about 2 min; the cathodal electrode positioned over the left M1 and the anodal electrode placed on the skin overlying the left shoulder region; Fig. 4d) has shown to improve the detection of mismatches between a motor and non-motor sentence/picture associations. This result provided further evidence for the role of motor areas in semantic processing of action verbs. The processing of the meaning of action verbs also seems to be correlated with PMC activity. Differential excitation and inhibition of these areas using a-tDCS and c-tDCS over bilateral PMC in the two possible montages before a lexical decision task showed complementary effects: a-tDCS over the left PMC impaired performance in judging unimanual actions while c-tDCS improved performance (electrode size: 5 × 7 cm; 2 mA; 20 min; the cathodal placed at FC3 and the anodal at FC4; Fig. 4c) [144]. On the other hand, the motor learning of speech production has also been shown to be facilitated by tDCS modulation of motor areas [291]. Overall, these studies and results exemplify how tDCS has been used to test the degree of superposition between language and motor networks, contributing to other lines of evidence for the embodied cognition accounts of both language comprehension and production.
Although most principled studies applying embodied cognition and tDCS to date have focused on language, these theoretical premises imply that other cognitive and emotional domains might be influenced by motor networks modulation. tDCS applied over the right PMC have been used to test the neural basis of a body ownership illusion, namely the rubber hand in which a fake hand is perceived as part of the body [292]. a-tDCS increased the intensity of the illusion, with a greater misperception of the position of the real hand to the fake one. As pointed out by the authors, the possibility of understanding and influencing body ownership experiences using tDCS might improve treatment and rehabilitation in different neurological conditions. Particularly, the improved neural representation of prostheses should improve patient’s functionality.
Functionality and social aspects
The main objective in neurorehabilitation is on the rapid establishment of independence in activities of daily living (ADLs) through compensatory strategies [293]. Functional impairment after injury could result in poor performance in ADLs and social impairment [130]. A proper approach in the neurorehabilitation practice encourages the use of the WHO International Classification of Functioning, Disability, and Health (ICF) [294, 295]. ICF is a universal framework and an international instrument for describing all aspects of disability [295]. According to this model, human (and individual) experience of functioning is not considered as the consequence of a disease, but the result of the interaction between a health condition and both personal attributes and environmental influences (social and contextual factors) [296]. Therefore, the ICF is a biopsychosocial approach that incorporates health components at the physical and social levels [296].
The challenge of neuromodulation is how to apply the ICF for rehabilitation management in clinical practice. tDCS could be part of a rehabilitation plan that comprises four steps: assessment, goal setting, interventions and outcome measurement [295]. ICF can be used as a reference instrument and framework to define interventions to promote motor rehabilitation and motor learning. Studies with tDCS demonstrate an improvement in motor performance and motor learning in general practice for healthy volunteers and patients suffering from neurological disorders [259, 268]. Almost in their entirety studies with healthy subjects or patients, the effects of tDCS have been reported for motor tasks such as serial RT tasks, adaptation tasks, or visuomotor tracking [32, 259]. However, for the new model of rehabilitation and inclusion, it is necessary to study functional measures of ADLs and the social aspects that tDCS can provide.
Disability often leads to reduced social participation, regardless of physical or cognitive limitations [297]. Social aspects including participation restrictions were evaluated using questionnaires and scales about the success and difficulties to do exercise, go to church or visit a friend [297]. The functional mobility concept considers how an individual moves daily through the environment to achieve successful interactions with family and society [298]. Studies with tDCS and motor rehabilitation presented interesting neurophysiologic data and patient symptoms but few studies investigated the relationship about motor improvement and daily living or social aspects. Floel [16] shown a summary statement on the present use of tDCS in the treatment of neurological disorders. None of the forty-six studies listed showed the effects of tDCS on motor and cognitive function associated with social aspects [16].
Elsner et al. [299] described in a systematic review about Parkinson that tDCS may improve impairment regarding motor symptoms and ADLs. After investigating six trials with a total of 137 participants, none of these studies describe the effects of tDCS on improving social aspects. Improvement in ADLs in people after stroke treated with tDCS was found in nine studies with 396 participants [130]. The authors found very low to moderate quality evidence of effect regarding ADLs performance at the end of the intervention period. Besides, no information about social aspects was found in this study [130]. For the ICF model, it is important a comprehensive overview of the patient functioning by presenting the assessment results in all components of human functioning [296].
To the best of our knowledge, no studies were found in motor rehabilitation with tDCS and ICF. There are several advantages pointed with the ICF model. We can highlight the possibility of standardization of concepts and, therefore, the use of a standard language that allows communication between researchers, managers, health professionals, civil society organizations and users in general [294, 296]. Besides, the ICF can be alternatively used to many sectors that include health, education, social security, labor medicine, statistics and public policies [294–296]. Studies about tDCS and motor rehabilitation could evaluate not only body functions but an integrative model of functioning, disability, and health that involve tasks of involvement in a life situation, environmental factors with social and attitudinal situations.
The use of ICF in neuromodulation practices comprise the incorporation of new technology, already adopted by several sectors and multidisciplinary teams. ICF should be widely explored in relation to its acceptability and validity including the impact on health care, the potential in measuring the functional status of patients and their use by information systems for the elaboration of health statistics [295]. ICF could be used to improve the legislation and the implementation of public policies in neuromodulation for people with disabilities.
Although ICF has become a universal standard in the neurorehabilitation process, there is still no integration of this process into clinical routine and scientific research involving tDCS. In general, however, it is clear that ICF has many advantages in the process of rehabilitation, allowing the elaboration of rigorous research projects and the achievement of results that demonstrate its value and potential.
Future perspectives
HD-tDCS on neurological disease, pain relief, and motor learning/rehabilitation
The so-called “conventional” tDCS, which uses large electrode pads involved in sponges embedded with saline solution, apply a diffuse electrical current to the brain which stimulates not only the target area but also unwanted regions in a non-predictable fashion. This presents a significant limitation given the low precision of stimulation (focality), which makes it difficult to discern which area contributed to the outcomes. In this regard, HD-tDCS uses a series of small electrodes over the target which circumscribes the stimulation to the diameter of the electrodes and presents improved focality as compared to the conventional tDCS (for a specific view of the HD-tDCS technique see [300]. Datta et al. [37] showed that a ring electrodes HD-tDCS montage (4 × 1) provided gyri precise stimulation while tDCS using electrodes pads (7 × 5 cm) resulted in a diffuse electric field (Fig. 2). Interestingly, the peak electric field was found to be not underneath the active electrode in the conventional tDCS, as it is usually presumed, while the HD-tDCS resulted in peak electric field at the sulci and gyri underneath the active electrode [37]. Experimental evidence has suggested that HD-tDCS may induce superior results compared to conventional tDCS [34]. For instance, Kuo et al. [34] compared the effects of conventional tDCS (electrode area 35 cm2) to HD-tDCS (4 × 1 ring configuration) using 2 mA for 10 min on corticospinal excitability, using MEP, in healthy participants. They showed that HD-tDCS induced greater modulation in MEP and this effect lasted longer than conventional tDCS (i.e., more than two and less than 6 hours) [34]. Interestingly, HD-tDCS presented a delayed peak effect magnitude, which occurred 30 min after tDCS [34]. These present important implications for the use of tDCS during training/therapy, given that the effect of conventional tDCS seems to decrease linearly over time. Thus, HD-tDCS represents a recent advance in NIBS considering that it overcomes the limitation of conventional tDCS. So far, however, few studies have compared whether this increased focality promoted by HD-tDCS could result in more significant improvements in the outcomes. This could be mainly because this technology is relatively new. tDCS has shown promising results for various neurological diseases [301–303]. For instance, Aleman et al. [302] conducted a meta-analysis of controlled trials and showed that NIBS of the frontal cortex improved negative symptoms of patients with schizophrenia, but the evidence for transcranial magnetic stimulation was stronger than for tDCS. Also, the existent literature supports the positive effects of a-tDCS on improving cognitive capacity in both healthy individuals and neuropsychiatric patients [301, 304]. Hogeveen et al. [305] compared the effect of HD-tDCS to three montages of conventional tDCS on response inhibition in healthy adults and found similar improvements for both forms of tDCS. On the other hand, Gozenman and Berryhill [306] showed that individuals with lower baseline working memory capacity benefited more from HD-tDCS than from conventional tDCS. In addition, an impressive result was presented by Trofimov et al. [307] who demonstrated that HD-tDCS (1 mA for 20 min) 21 days after a TBI reduced the number of areas with hypoperfusion and ischemia, increased cerebral blood flow, cerebral blood volume, and shortened mean transit time in 19 patients with TBI.
For some diseases/symptoms, however, there is still little evidence and the effectiveness of tDCS is uncertain. For instance, Elsner et al. [299] conducted a meta-analysis and concluded that there is insufficient evidence to determine the effect of tDCS on PD patients. A study by Dagan et al. [138] compared the effect of a single session of tDCS over M1 (single-target) and simultaneous stimulation of M1 and DLPFC (multi-target) using HD-tDCS on motor and cognitive function in PD patients. They found improvements in motor (i.e., reduced severity of freezing of gate, timed up and go performance, gait speed) and cognitive (i.e. Stroop interference test) performance only after multi-target stimulation [138]. This suggests that HD-tDCS targeting both motor and cognitive regions may be more effective than single M1 stimulation for PD. Studies using HD-tDCS for PD are scarce so that it remains relatively unexplored whether this technique could produce better results compared to conventional tDCS. Similar to PD, the extant literature does not support the efficacy of tDCS for treating auditory hallucinations, a common symptom of schizophrenia [308]. However, two recent studies used HD-tDCS for auditory hallucinations with promising results [309, 310]. Sreeraj et al. [309] applied HD-tDCS using the 4 × 1 ring montage with a cathode as the central electrode over CP5 (i.e. left temporoparietal junction) with 2 mA for 20 min, two sessions per day for five days on 19 schizophrenia patients and found a significant reduction in persisting auditory hallucinations. Similarly, a case series study in patients with dementia presenting severe auditory hallucinations suggested that HD-tDCS appears to be an effective treatment option [310].
Meta-analytical evidence has shown that a-tDCS over the S1 and M1 increase the sensory and pain threshold in healthy individuals [311]. Similarly, a-tDCS over M1 and DLPFC decreased pain levels in patients suffering from CP [247, 311, 312], which represent an improvement clinically significant, as well as in quality of life [247]. But only two studies with HD-tDCS were included [313]. Interestingly, it has also been shown in another meta-analysis that c-tDCS over S1 and M1 increased sensory and pain thresholds in healthy individuals and pain levels in patients [314]. Similar results were found by Villamar et al. [313] that showed both anodal and cathodal HD-tDCS reduced pain perception in patients with fibromyalgia. As previously presented, HD-tDCS presents improved focality in comparison to conventional tDCS. DaSilva et al. [315] tested a variety of tDCS montages targeting brain regions related to the pain processing used in studies involving migraine and pain control and compared conventional to HD-tDCS with high-resolution computational forward modeling. They showed that conventional tDCS montages presented large current flow and peaks of current flow often not at the target of stimulation, occurring in deeper brain regions, which in some cases were not even related to the outcome (e.g. visual cortex) [315]. On the other hand, HD-tDCS montages enhanced focality with peak current flow in subcortical areas at negligible levels [315]. Studies comparing conventional to HD-tDCS for pain have shown similar outcomes, however, for patients with tinnitus [316]. Remarkably, Castillo-Saavedra et al. [310] performed a phase II open-label trial aiming to define a treatment protocol for clinical treatment of pain in fibromyalgia using HD-tDCS. They found that both responders and non-responders similarly improved quality of life and decreased pain with a clinically significant pain reduction of 50% in half of the sample [317]. Finally, the authors estimated 15 sessions of HD-tDCS to reach clinically meaningful outcomes [317].
Regarding motor performance, a recent meta-analysis confirmed that a-tDCS increases corticospinal excitability of the M1 (i.e. MEP size), intracortical facilitation and decrease short-interval intracortical inhibition in healthy individuals [318, 319], which could implicate increased motor performance, but only one study using HD-tDCS was included [34]. Different studies have used tDCS for motor performance enhancement, with some showing positive results while others null results (see the meta-analysis by Machado et al. [320] for a detailed discussion on the effect of tDCS on exercise performance). Radel et al. [321] and Flood et al. [322] were the only two studies to test the effects of HD-tDCS (4X1 ring montage) on the time to task failure on a submaximal contraction of the elbow flexors and knee extensors, respectively, in healthy adults and showed no improvement. These results were confirmed in a recent meta-analysis that showed no significant improvement in isometric strength performance [323]. On the other hand, HD-tDCS (1 mA for 15 min) over bilateral M1 during motor training (3 days) improved unimanual and bimanual dexterity in healthy individuals, suggesting a positive effect on motor learning [324, 325]. However, these studies did not include groups receiving conventional tDCS to compare efficiency between both techniques. Similar results of motor learning were also shown with conventional tDCS (2 mA for 20 min) over the M1 applied during motor training (5 days) in healthy individuals [326]. In fact, meta-analytical evidence has confirmed that both single and multiple session of tDCS applied over the M1 improves motor learning in healthy individuals and post-stroke patients [133, 327]. So far, Cole et al. [328] performedthe only study comparing the effects of conventional and HD-tDCS (4X1) over the M1 on motor learning in a group of children. Participants underwent training over five consecutive days and were assessed at baseline, post-training and 6 weeks after training (i.e., retention). Both conventional and HD-tDCS similarly improved motor learning not only after training but also after 6 weeks as compared to the sham group [328].
In sum, HD-tDCS holds the promise to be more effective than conventional tDCS, though since it is a relatively new technique, there is a small number of studies using HD-tDCS, and especially, comparing both forms of stimulation. Soon, systematic reviews and meta-analytical studies may be able to compare outcomes between techniques to elucidate efficiency. So far, the results found for HD-tDCS are at least comparable to conventional tDCS.
tsDCS on clinical applications
In recent years, current polarization of the spinal cord has emerged as a novel and promising method for modulating spinal and supra-spinal excitability. The so-called tsDCS has been assessed for the treatment of pain [329–331], spasticity [332], stroke [333, 334] and spinal cord lesions [207]. DCS intensity ranges from 1.5 to 3.0 mA, with effects lasting for minutes to hours [90]; the device is the same used for tDCS, although different authors have used electrodes of different sizes and with different montages (Fig. 5), thus critically influencing current density and distribution in biological tissues [335, 336].
A growing body of literature has shown that tsDCS combines spinal and supra-spinal mechanisms of action. The later prospect is particularly attractive; for instance, in spinal cord injury (SCI) and stroke, tsDCS may interfere with the maladaptive reorganization of cortical sensorimotor maps, improving motor output and possibly preventing central pain sensitization [334, 337, 338]. That implies that tsDCS could be useful also as an early rehabilitation strategy in patients with acute brain lesions, when other NIBS tools are commonly avoided due to safety concerns. Another advantage is that tsDCS shows both in-line and off-line effects, thus influencing task-dependent and task-independent neuronal plasticity [339–341].
tsDCS exerts polarity-specific effects opposite from those reported for tDCS: while anodal tsDCS has an overall inhibitory effect, cathodal polarization improves the conduction along the corticospinal tract, spinothalamic and lemniscal pathways [342–344]. At a spinal level, anodal stimulation acts directly on axons, without affecting postsynaptic motor neuronal excitability, whereas cathodal stimulation preferentially interferes with interneuronal networks [345–347]. Specifically, in agreement with its facilitatory action, cathodal tsDCS seems to improve motor unit recruitment in healthy individuals, likely through an inhibition of the Renshaw cells network [346]. Others have reported similar effects of anodal and cathodal tsDCS [348], probably due to the different protocols used or to the presence of genetic polymorphisms [349].
Studies have also shown supra-spinal mechanisms of action of tsDCS, both in animal [339] and human models [346]. In particular, studies have demonstrated tsDCS after-effects on intracortical GABA(a)ergic networks and interhemispheric processing of motor output and visual stimuli [350, 351]; accordingly, Schweizer and colleagues have recently shown that tsDCS modifies functional FC within the somatomotor system in a polarity-dependent manner [338]. These changes might be not only secondary to plastic alterations occurring at the level of stimulation, but also due to the direct modulation of ascending spinal pathways, especially to the noradrenergic locus coeruleus neurons which have widespread projections to the neocortical brain [352].
Finally, a novel and exciting mechanism of action has been recently proposed by Samaddar and co-workers [353]: they found that tsDCS also modulates the migration and proliferation of adult newly born spinal cells in mice, a cell population implicated in learning and memory; although the mechanisms are not fully understood, these findings suggest that tsDCS could be used, also in humans, as an early treatment to improve motor recovery in spinal cord lesions. In this connection, another study has confirmed that tsDCS increases locomotor skill acquisition and retention in healthy volunteers [354].
ctDCS and influence on motor learning
The cerebellum drives motor learning phenomena and tDCS may offer an unique opportunity to study the involvement in these processes [187, 355–359]; in fact, despite interindividual differences, recent modeling studies have revealed that during ctDCS the current spread to other structures outside the cerebellum is negligible and unlikely to produce functional effects [360, 361].
From an historical perspective, the cerebellum and its related brainstem nuclei regulate the conditioned eyeblink response and contain long-term neuronal changes, which serves to encode this learned response [363–364]. The cerebellum is engaged in learning of unspecific aversive reactions and cerebellar dysfunction may lead to impaired short-term and long-term habituation of the startle response [365, 366], in agreement with the preeminent cerebellar role in encoding external negative stimuli [367, 368]. In a recent paper, Bocci and colleagues have shown that the cerebellum in also involved in motor learning finalized to defensive behavior within the peripersonal space [369] (Fig. 6).
Overall, by evaluating RT and error rate scores as clinical outcomes, several papers have recently demonstrated that excitatory anodal ctDCS enhances both on-line and off-line motor learning in healthy individuals [358, 370–372], probably by speeding up motor skill acquisition and accuracy (Cantarero [357] et al., 2015), particularly when combined with anodal tDCS over the primary motor cortex (M1; [351]. In this scenario, the cerebellum and motor cortex likely have distinct functional roles: whereas anodal ctDCS improves acquisition, as proved by a faster reduction of movement error, anodal M1 tDCS increased retention without affecting new motor skills acquisition [355]. Another study has shown that cerebellar stimulation does not affect the intermanual transfer of visuomotor learning, a key process in visuomotor adaptation and motor learning [373].
TMS as a tool to evaluate tDCS effects on brain function
Proposed mechanisms for the therapeutic effects of tDCS include neurophysiological changes such as modified excitability, plasticity, neuronal oscillations, and connectivity between brain regions. TMS combined with EEG or Electromyography (EMG) is a powerful method that can be used to assess the integrity and modulation of such brain processes, and thereby evaluate the effects of a tDCS intervention [374, 375]. TMS excites the cortex non-invasively through a time-varying magnetic field induced by the application coil placed close to the surface of the scalp [376, 377]. Several TMS protocols have been designed using single and paired-pulse TMS applied to one or more brain regions (or peripherally) to trigger and evaluate the integrity of specific brain processes [374, 378].
TMS-EEG can be employed before, after, and during an intervention to assess changes in brain circuitry and neurophysiology. Schematically shown in Fig. 7, TMS combined with concurrent EEG (TMS-EEG) can be used to measure local and global changes in brain reactivity and connectivity beyond the motor cortex. A TMS evoked potential (TEP) can be detected by EEG after a single pulse TMS. Different components of TEPs are linked to the activation of different brain processes. For example, earlier TEP components shown in Fig. 7a (e.g., positivity at 30 ms (P30)) are linked to excitatory mechanisms while later components (e.g., negativity at 100 ms (N100)) are linked to inhibitory processes [374]. In a few studies in patients with implanted electrodes, the impact of TMS on activation of corticospinal tract has been captured (Fig. 7b) and characterized as direct (D) and indirect (I) waves of descending volleys related to TMS induced activation of pyramidal and interneurons, respectively [379]. Finally, TMS applied to the motor cortex combined with peripheral EMG recording (TMS-EMG, shown in Fig. 7c) can characterize MEP or changes in EMG background activity. TMS-EMG can assess changes in corticospinal excitability through measures such as resting and active motor threshold, and cortical silent period (CSP), which are explained in detail elsewhere [378, 380].
Therefore, TMS offers a controlled input to the brain to study the integrity of various brain circuitry. TMS can be also targeted to a specific brain region or network using structural or functional neuronavigation with MRI, fMRI or EEG [381]. It has been shown that TMS evoked potentials from TMS-EEG are reproducible within individuals which suggests that the tool can be used in tDCS test-retest studies [382, 383]. In recent years, signal processing toolboxes including TMSEEG have been developed to standardize the process of TMS-EEG data cleaning and preprocessing, including removing TMS-induced artifacts [384], which assist in more widespread adaptation of this methodology.
TMS-EEG shows great promise in extracting markers of health in clinical populations [374, 385, 386], and in characterizing healthy and disease brain states [387]. In another general category of experiments, TMS can be used to interfere with neural processes, while EEG captures the effect of the intervention in comparison to a baseline state [374].
TMS-EEG has been used in the literature to assess the mechanism of action in tDCS interventions. For example, single pulse TMS-EEG has been used to investigate the effects of cortical excitability and connectivity by measuring changes in GMFAs and local TEPs following both anodal and cathodal tDCS [7, 388]. For tDCS applied beyond the motor cortex, it was found that anodal tDCS of the left DLPFC modulates cortical excitability in patients with disorders of consciousness [389]. In a study of tDCS for post-stroke aphasia rehabilitation, improvement in speech fluency was accompanied by modified TMS-EEG response in tDCS stimulated areas [390]. Using power spectra analysis from TMS-EEG data, it was shown that the beta and gamma band powers were modulated following HD-tDCS over the DLPFC [391].
TMS-EMG is a useful tool to study the effects of tDCS targeting the motor cortex. The crossed-facilitation (CF) effect refers to when MEPs in one relaxed arm are facilitated by contractions in the opposite arm. Using TMS-EMG to generate MEPs and CSPs, stimulation of the right primary motor cortex (M1) with HD-tDCS was shown to increase the effect of CF; possibly due to modulated interhemispheric connectivity [392]. Another study used E-field modeling with experimental TMS-EMG validation to find that only tDCS oriented orthogonal to M1 in the central sulcus can modulate TMS-induced MEPs [86]. Multimodal approaches combining transcranial electrical stimulation and TMS-EEG/EMG can lead a deeper understanding of the effects and neurological mechanisms of tDCS [375].
When using TMS-EEG in clinical populations and in tDCS studies, several factors should be carefully considered and controlled. These include morphometry (changes in evoked potentials with age), proper optimization of TMS parameters, and varied genetics of study participants leading to differences in neurological responses due to stimulation [378]. Reproducibility of TMS-EEG measures in clinical populations may be increased or decreased, possibly linked to disease-related changes in the brain structure and function, such as changes in neuroplastic mechanisms [393]. Furthermore, TMS produces a loud clicking noise upon application which results in non-transcranial auditory evoked potentials [394], and can cause peripheral somatosensory responses by stimulating extracranial tissue electrically. These additional pathways of TMS to generate TEPs highlight the need to control for the effects of multisensory stimulation [395, 396]. Guidelines and recommendations for how to control for these factors and how to run a TMS-EEG experiment can be found in details elsewhere [374, 387].
Conclusion
There is increasing scientific evidence that tDCS modulates the brain to establish new patterns of activity and functional improvement in healthy and disabled individuals. As the mechanisms of action underlying tDCS neuromodulation are better understood and technologies become available, future research should focus on personalized tDCS protocols based on individual needs. In addition, the integration of NIBS with neuroimaging, particularly concurrent (online) integration, provides objective outcome measures and allows for the optimization of interventions. Therefore, additional clinical trials will help to elucidate the therapeutic role of tDCS on neurorehabilitation in clinical practice.
Acknowledgements
The authors thank the Ministry of Education (MEC), FAPESP - São Paulo Research Foundation, Universidade Estadual de Londrina, Universidade Federal do Rio Grande do Norte and Universidade Federal do ABC for its support.
Abbreviations
- A1
Primary Auditory Cortex
- ADLs
Activities of Daily Living
- a-tDCS
Anodal Transcranial Direct Current Stimulation
- CF
Crossed-Facilitation
- CP
Chronic Pain
- CSP
Cortical Silent Period
- c-tDCS
Cathodal Transcranial Direct Current Stimulation
- ctDCS
Cerebellar Transcranial Direct Current Stimulation
- DCS
Direct Current Stimulation
- DLPFC
Dorsolateral Prefrontal Cortex
- EC
Effective connectivity
- EEG
Electroencephalography
- EMG
Electromyography
- FC
Functional Connectivity
- fMRI
Functional Magnetic Resonance Imaging
- fNIRS
Functional Near-Infrared Spectroscopy
- HD-tDCS
High-Definition Transcranial Direct Current Stimulation
- ICF
International Classification of Functioning, Disability and Health
- LTP
Long-Term Potentiation
- M1
Primary Motor Cortex
- MEP
Motor Evoked Potential
- MS
Mutiple Sclerosis
- NIBS
Non-Invasive Brain Stimulaton
- PD
Parkinson Disease
- PES
Peripheral Electrical Stimulation
- PMC
Premotor Cortex
- PPC
Posterior Parietal Cortex
- rTMS
Repetitive Transcranial Direct Current Stimulation
- S1
Primary Somatosensory Cortex
- SCI
Spinal Cord Injury
- SMA
Supplemantary Motor Area
- TBI
Traumatic Brain Injury
- tDCS
Transcranial Direct Current Stimulation
- TEP
Transcranial Magnetic Stimulation Evoked Potential
- TMS
Transcranial Magnetic Stimulation
- tRNS
Transcranial Random Noise Stimulation
- tsDCS
Transcutaneous Spinal Direct Current Stimulation
- V1
Primary Visual Cortex
Authors’ contributions
EM and AHO contributed to conception and design of the manuscript, have been involved in drafting the manuscript and revising it critically for important intellectual content. KMS, MB, ZE, CEBJr, AF, TB, FF, RC, JMH, DGSM, ARB, EM, LAM, RP, LML, KNS, CT, AFB have been involved in drafting the manuscript and revising it critically for important intellectual content. JRS revising it critically for important intellectual content. All authors read and approved the final manuscript.
Funding
Source(s) of financial support: This study was partially funded by grants to MB from NIH (NIH-NIMH 1R01MH111896, NIH-NINDS 1R01NS101362, NIH-NCI U54CA137788/U54CA132378, R03 NS054783) and New York State Department of Health (NYS DOH, DOH01-C31291GG), CEPID/BRAINN - The Brazilian Institute of Neuroscience and Neurotechnology (Process: 13/07559–3) to LML, Brazilian National Research Council (CNPq, Grant # 465686/2014-1) and the São Paulo Research Foundation (Grant # 2014/50909-8) to MSC, and Postdoctoral scholarships to AHO from FAPESP - Sao Paulo Research Foundation (Process: 13/10187–0 and 14/10134–7).
Availability of data and materials
Not applicable.
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The City University of New York (CUNY) has IP on neurostimulation system and methods with author MB as inventors. MB has equity in Soterix Medical Inc. All other authors declare that they have no competing interests.
Footnotes
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Edgard Morya, Email: edgard.morya@isd.org.br.
Alexandre Hideki Okano, Email: alexandre.okano@ufabc.edu.br, emaildookano@gmail.com.
References
- 1.Sarmiento CI, San-Juan D, Prasath VBS. Letter to the Editor: Brief history of transcranial direct current stimulation (tDCS): from electric fishes to microcontrollers. Psychol Med. 2016;46:3259–3261. doi: 10.1017/S0033291716001926. [DOI] [PubMed] [Google Scholar]
- 2.Priori A. Brain polarization in humans: a reappraisal of an old tool for prolonged non-invasive modulation of brain excitability. Clin Neurophysiol. 2003;114:589–595. doi: 10.1016/S1388-2457(02)00437-6. [DOI] [PubMed] [Google Scholar]
- 3.Fridriksson J, Hubbard HI, Hudspeth SG. Transcranial brain stimulation to treat aphasia: a clinical perspective. Semin Speech Lang. 2012;33:188–202. doi: 10.1055/s-0032-1320039. [DOI] [PubMed] [Google Scholar]
- 4.Nitsche MA, Paulus W. Sustained excitability elevations induced by transcranial DC motor cortex stimulation in humans. Neurology. 2001;57:1899–1901. doi: 10.1212/wnl.57.10.1899. [DOI] [PubMed] [Google Scholar]
- 5.Bachtiar V, Johnstone A, Berrington A, Lemke C, Johansen-Berg H, Emir U, et al. Modulating Regional Motor Cortical Excitability with Noninvasive Brain Stimulation Results in Neurochemical Changes in Bilateral Motor Cortices. J Neurosci. 2018;38:7327–7336. doi: 10.1523/JNEUROSCI.2853-17.2018. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Foerster Á, Yavari F, Farnad L, Jamil A, Paulus W, Nitsche MA, et al. Effects of electrode angle-orientation on the impact of transcranial direct current stimulation on motor cortex excitability. Brain Stimulat. 2018;12:263–266. doi: 10.1016/j.brs.2018.10.014. [DOI] [PubMed] [Google Scholar]
- 7.Varoli E, Pisoni A, Mattavelli GC, Vergallito A, Gallucci A, Mauro LD, et al. Tracking the Effect of Cathodal Transcranial Direct Current Stimulation on Cortical Excitability and Connectivity by Means of TMS-EEG. Front Neurosci. 2018;12:319. doi: 10.3389/fnins.2018.00319. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Fritsch B, Reis J, Martinowich K, Schambra HM, Ji Y, Cohen LG, et al. Direct current stimulation promotes BDNF-dependent synaptic plasticity: potential implications for motor learning. Neuron. 2010;66:198–204. doi: 10.1016/j.neuron.2010.03.035. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Huang Y-Z, Lu M-K, Antal A, Classen J, Nitsche M, Ziemann U, et al. Plasticity induced by non-invasive transcranial brain stimulation: A position paper. Clin Neurophysiol. 2017;128:2318–2329. doi: 10.1016/j.clinph.2017.09.007. [DOI] [PubMed] [Google Scholar]
- 10.Karabanov A, Ziemann U, Hamada M, George MS, Quartarone A, Classen J, et al. Consensus Paper: Probing Homeostatic Plasticity of Human Cortex With Non-invasive Transcranial Brain Stimulation. Brain Stimulat. 2015;8:442–454. doi: 10.1016/j.brs.2015.01.404. [DOI] [PubMed] [Google Scholar]
- 11.Cirillo G, Di Pino G, Capone F, Ranieri F, Florio L, Todisco V, et al. Neurobiological after-effects of non-invasive brain stimulation. Brain Stimulat. 2017;10:1–18. doi: 10.1016/j.brs.2016.11.009. [DOI] [PubMed] [Google Scholar]
- 12.Brunoni AR, Moffa AH, Sampaio-Junior B, Borrione L, Moreno ML, Fernandes RA, et al. Trial of Electrical Direct-Current Therapy versus Escitalopram for Depression. N Engl J Med. 2017;376:2523–2533. doi: 10.1056/NEJMoa1612999. [DOI] [PubMed] [Google Scholar]
- 13.Sampaio-Junior B, Tortella G, Borrione L, Moffa AH, Machado-Vieira R, Cretaz E, et al. Efficacy and Safety of Transcranial Direct Current Stimulation as an Add-on Treatment for Bipolar Depression: A Randomized Clinical Trial. JAMA Psychiatry. 2018;75:158–166. doi: 10.1001/jamapsychiatry.2017.4040. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Szymkowicz SM, McLaren ME, Suryadevara U, Woods AJ. Transcranial direct current stimulation use in the treatment of neuropsychiatric disorders: A brief review. Psychiatr Ann. 2016;46:642–646. doi: 10.3928/00485713-20161006-01. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Bueno MEB, do Nascimento Neto LI, Terra MB, Barboza NM, Okano AH, Smaili SM. Effectiveness of acute transcranial direct current stimulation on non-motor and motor symptoms in Parkinson’s disease. Neurosci Lett. 2018;696:46–51. doi: 10.1016/j.neulet.2018.12.017. [DOI] [PubMed] [Google Scholar]
- 16.Flöel A. tDCS-enhanced motor and cognitive function in neurological diseases. Neuroimage. 2014;85(Pt 3):934–947. doi: 10.1016/j.neuroimage.2013.05.098. [DOI] [PubMed] [Google Scholar]
- 17.Schlaug G, Renga V, Nair D. Transcranial direct current stimulation in stroke recovery. Arch Neurol. 2008;65:1571–1576. doi: 10.1001/archneur.65.12.1571. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Silva-Filho E, Okano AH, Morya E, Albuquerque J, Cacho E, Unal G, et al. Neuromodulation treats Chikungunya arthralgia: a randomized controlled trial. Sci Rep. 2018;8:16010. doi: 10.1038/s41598-018-34514-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Conforto Adriana B., Servinsckins Larissa, de Paiva Joselisa P.Q., Amaro Edson, dos Santos Daniel G., Soares Priscila, Pires Danielle S., Meltzer Jed, Plow Ela B., de Freitas Paloma F., Speciali Danielli S., Lopes Priscila, Peres Mario F.P., Silva Gisele S., Lacerda Shirley, Boasquevisque Danielle de Sá. Safety of cathodal transcranial direct current stimulation early after ischemic stroke. Brain Stimulation. 2019;12(2):374–376. doi: 10.1016/j.brs.2018.11.009. [DOI] [PubMed] [Google Scholar]
- 20.Montenegro RA, de Farinatti PTV, Fontes EB, da Soares PPS, da Cunha FA, Gurgel JL, et al. Transcranial direct current stimulation influences the cardiac autonomic nervous control. Neurosci Lett. 2011;497:32–36. doi: 10.1016/j.neulet.2011.04.019. [DOI] [PubMed] [Google Scholar]
- 21.Okano AH, Fontes EB, Montenegro RA, de Farinatti PTV, Cyrino ES, Li LM, et al. Brain stimulation modulates the autonomic nervous system, rating of perceived exertion and performance during maximal exercise. Br J Sports Med. 2015;49:1213–1218. doi: 10.1136/bjsports-2012-091658. [DOI] [PubMed] [Google Scholar]
- 22.Piccirillo G, Ottaviani C, Fiorucci C, Petrocchi N, Moscucci F, Di Iorio C, et al. Transcranial direct current stimulation improves the QT variability index and autonomic cardiac control in healthy subjects older than 60 years. Clin Interv Aging. 2016;11:1687–1695. doi: 10.2147/CIA.S116194. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Makovac E, Thayer JF, Ottaviani C. A meta-analysis of non-invasive brain stimulation and autonomic functioning: Implications for brain-heart pathways to cardiovascular disease. Neurosci Biobehav Rev. 2017;74 Pt B:330–341. doi: 10.1016/j.neubiorev.2016.05.001. [DOI] [PubMed] [Google Scholar]
- 24.Montenegro RA, Okano AH, Cunha FA, Gurgel JL, Fontes EB, Farinatti PTV. Prefrontal cortex transcranial direct current stimulation associated with aerobic exercise change aspects of appetite sensation in overweight adults. Appetite. 2012;58:333–338. doi: 10.1016/j.appet.2011.11.008. [DOI] [PubMed] [Google Scholar]
- 25.Pleger B. Invasive and Non-invasive Stimulation of the Obese Human Brain. Front Neurosci. 2018;12:884. doi: 10.3389/fnins.2018.00884. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Gluck ME, Alonso-Alonso M, Piaggi P, Weise CM, Jumpertz-von Schwartzenberg R, Reinhardt M, et al. Neuromodulation targeted to the prefrontal cortex induces changes in energy intake and weight loss in obesity. Obesity (Silver Spring) 2015;23:2149–2156. doi: 10.1002/oby.21313. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Montenegro R, Okano AH, Cunha FA, Fontes EB, Farinatti P. Does prefrontal cortex transcranial direct current stimulation influence the oxygen uptake at rest and post-exercise? Int J Sports Med. 2014;35:459–464. doi: 10.1055/s-0033-1333769. [DOI] [PubMed] [Google Scholar]
- 28.Okano AH, Montenegro RA, de Farinatti PTV, Li LM, Brunoni AR, Fontes EB. Estimulação cerebral na promoção da saúde e melhoria do desempenho físico. Rev Bras Educ Fís Esporte. 2013;27:315–332. doi: 10.1590/S1807-55092013005000009. [DOI] [Google Scholar]
- 29.Angius L, Hopker J, Mauger AR. The ergogenic effects of transcranial direct current stimulation on exercise performance. Front Physiol. 2017;8:90. doi: 10.3389/fphys.2017.00090. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Buch ER, Santarnecchi E, Antal A, Born J, Celnik PA, Classen J, et al. Effects of tDCS on motor learning and memory formation: A consensus and critical position paper. Clin Neurophysiol. 2017;128:589–603. doi: 10.1016/j.clinph.2017.01.004. [DOI] [PubMed] [Google Scholar]
- 31.Montenegro RA, Midgley A, Massaferri R, Bernardes W, Okano AH, Farinatti P. Bihemispheric Motor Cortex Transcranial Direct Current Stimulation Improves Force Steadiness in Post-Stroke Hemiparetic Patients: A Randomized Crossover Controlled Trial. Front Hum Neurosci. 2016;10:426. doi: 10.3389/fnhum.2016.00426. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Ammann C, Spampinato D, Márquez-Ruiz J. Modulating Motor Learning through Transcranial Direct-Current Stimulation: An Integrative View. Front Psychol. 2016;7:1981. doi: 10.3389/fpsyg.2016.01981. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Reis J, Fritsch B. Modulation of motor performance and motor learning by transcranial direct current stimulation. Curr Opin Neurol. 2011;24:590–596. doi: 10.1097/WCO.0b013e32834c3db0. [DOI] [PubMed] [Google Scholar]
- 34.Kuo H-I, Bikson M, Datta A, Minhas P, Paulus W, Kuo M-F, et al. Comparing cortical plasticity induced by conventional and high-definition 4 × 1 ring tDCS: a neurophysiological study. Brain Stimulat. 2013;6:644–648. doi: 10.1016/j.brs.2012.09.010. [DOI] [PubMed] [Google Scholar]
- 35.Truong DQ, Bikson M. Physics of transcranial direct current stimulation devices and their history. J ECT. 2018;34:137–143. doi: 10.1097/YCT.0000000000000531. [DOI] [PubMed] [Google Scholar]
- 36.Edwards D, Cortes M, Datta A, Minhas P, Wassermann EM, Bikson M. Physiological and modeling evidence for focal transcranial electrical brain stimulation in humans: a basis for high-definition tDCS. Neuroimage. 2013;74:266–275. doi: 10.1016/j.neuroimage.2013.01.042. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Datta A, Bansal V, Diaz J, Patel J, Reato D, Bikson M. Gyri-precise head model of transcranial direct current stimulation: improved spatial focality using a ring electrode versus conventional rectangular pad. Brain Stimulat. 2009;2:201–7, 207.e1. doi: 10.1016/j.brs.2009.03.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Stagg CJ, Antal A, Nitsche MA. Physiology of transcranial direct current stimulation. J ECT. 2018;34:144–152. doi: 10.1097/YCT.0000000000000510. [DOI] [PubMed] [Google Scholar]
- 39.Jackson MP, Rahman A, Lafon B, Kronberg G, Ling D, Parra LC, et al. Animal models of transcranial direct current stimulation: Methods and mechanisms. Clin Neurophysiol. 2016;127:3425–3454. doi: 10.1016/j.clinph.2016.08.016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Creutzfeldt OD, Fromm GH, Kapp H. Influence of transcortical d-c currents on cortical neuronal activity. Exp Neurol. 1962;5:436–452. doi: 10.1016/0014-4886(62)90056-0. [DOI] [PubMed] [Google Scholar]
- 41.Bindman LJ, Lippold OC, Redfearn JW. The action of brief polarizing currents on the cerebral cortex of the rat (1) during current flow and (2) in the production of long-lasting after-effects. J Physiol Lond. 1964;172:369–382. doi: 10.1113/jphysiol.1964.sp007425. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Reato D, Bikson M, Parra LC. Lasting modulation of in vitro oscillatory activity with weak direct current stimulation. J Neurophysiol. 2015;113:1334–1341. doi: 10.1152/jn.00208.2014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Nitsche MA, Paulus W. Excitability changes induced in the human motor cortex by weak transcranial direct current stimulation. J Physiol Lond. 2000;527(Pt 3):633–639. doi: 10.1111/j.1469-7793.2000.t01-1-00633.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Gartside IB. Mechanisms of sustained increases of firing rate of neurones in the rat cerebral cortex after polarization: role of protein synthesis. Nature. 1968;220:383–384. doi: 10.1038/220383a0. [DOI] [PubMed] [Google Scholar]
- 45.Kronberg G, Bridi M, Abel T, Bikson M, Parra LC. Direct current stimulation modulates LTP and LTD: activity dependence and dendritic effects. Brain Stimulat. 2017;10:51–58. doi: 10.1016/j.brs.2016.10.001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Yu T-H, Wu Y-J, Chien M-E, Hsu K-S. Transcranial direct current stimulation induces hippocampal metaplasticity mediated by brain-derived neurotrophic factor. Neuropharmacology. 2019;144:358–367. doi: 10.1016/j.neuropharm.2018.11.012. [DOI] [PubMed] [Google Scholar]
- 47.Schlaug G, Renga V. Transcranial direct current stimulation: a noninvasive tool to facilitate stroke recovery. Expert Rev Med Devices. 2008;5:759–768. doi: 10.1586/17434440.5.6.759. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Bucur M, Papagno C. A systematic review of noninvasive brain stimulation for post-stroke depression. J Affect Disord. 2018;238:69–78. doi: 10.1016/j.jad.2018.05.026. [DOI] [PubMed] [Google Scholar]
- 49.Li Y, Fan J, Yang J, He C, Li S. Effects of transcranial direct current stimulation on walking ability after stroke: A systematic review and meta-analysis. Restor Neurol Neurosci. 2018;36:59–71. doi: 10.3233/RNN-170770. [DOI] [PubMed] [Google Scholar]
- 50.Wessel MJ, Hummel FC. Non-invasive Cerebellar Stimulation: a Promising Approach for Stroke Recovery? Cerebellum. 2018;17:359–371. doi: 10.1007/s12311-017-0906-1. [DOI] [PubMed] [Google Scholar]
- 51.Bikson M, Grossman P, Thomas C, Zannou AL, Jiang J, Adnan T, et al. Safety of transcranial direct current stimulation: evidence based update 2016. Brain Stimulat. 2016;9:641–661. doi: 10.1016/j.brs.2016.06.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Feng W, Kautz SA, Schlaug G, Meinzer C, George MS, Chhatbar PY. Transcranial direct current stimulation for poststroke motor recovery: challenges and opportunities. PM R. 2018;10:S157–S164. doi: 10.1016/j.pmrj.2018.04.012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Guan HJ, Yi YZ, Xie CF, Huang XK. Specific antitumor immunologic reactivity in patients with retinoblastoma. Yan Ke Xue Bao. 1989;5:14–18. [PubMed] [Google Scholar]
- 54.Kim SJ, Kim BK, Ko YJ, Bang MS, Kim MH, Han TR. Functional and histologic changes after repeated transcranial direct current stimulation in rat stroke model. J Korean Med Sci. 2010;25:1499–1505. doi: 10.3346/jkms.2010.25.10.1499. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Pikhovych A, Walter HL, Mahabir E, Fink GR, Graf R, Schroeter M, et al. Transcranial direct current stimulation in the male mouse to promote recovery after stroke. Lab Anim. 2016;50:212–216. doi: 10.1177/0023677215610708. [DOI] [PubMed] [Google Scholar]
- 56.Boonzaier J, van Tilborg GAF, Neggers SFW, Dijkhuizen RM. Noninvasive brain stimulation to enhance functional recovery after stroke: studies in animal models. Neurorehabil Neural Repair. 2018;32:927–940. doi: 10.1177/1545968318804425. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Bragina OA, Lara DA, Nemoto EM, Shuttleworth CW, Semyachkina-Glushkovskaya OV, Bragin DE. Increases in microvascular perfusion and tissue oxygenation via vasodilatation after anodal transcranial direct current stimulation in the healthy and traumatized mouse brain. Adv Exp Med Biol. 2018;1072:27–31. doi: 10.1007/978-3-319-91287-5_5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.Chan CY, Hounsgaard J, Nicholson C. Effects of electric fields on transmembrane potential and excitability of turtle cerebellar Purkinje cells in vitro. J Physiol Lond. 1988;402:751–771. doi: 10.1113/jphysiol.1988.sp017232. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Radman T, Ramos RL, Brumberg JC, Bikson M. Role of cortical cell type and morphology in subthreshold and suprathreshold uniform electric field stimulation in vitro. Brain Stimulat. 2009;2:215–28, 228.e1. doi: 10.1016/j.brs.2009.03.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Bikson M, Inoue M, Akiyama H, Deans JK, Fox JE, Miyakawa H, et al. Effects of uniform extracellular DC electric fields on excitability in rat hippocampal slices in vitro. J Physiol Lond. 2004;557(Pt 1):175–190. doi: 10.1113/jphysiol.2003.055772. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Rahman A, Reato D, Arlotti M, Gasca F, Datta A, Parra LC, et al. Cellular effects of acute direct current stimulation: somatic and synaptic terminal effects. J Physiol Lond. 2013;591:2563–2578. doi: 10.1113/jphysiol.2012.247171. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Chakraborty D, Truong DQ, Bikson M, Kaphzan H. Neuromodulation of axon terminals. Cereb Cortex. 2018;28:2786–2794. doi: 10.1093/cercor/bhx158. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 63.Chan CY, Nicholson C. Modulation by applied electric fields of Purkinje and stellate cell activity in the isolated turtle cerebellum. J Physiol Lond. 1986;371:89–114. doi: 10.1113/jphysiol.1986.sp015963. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 64.Bikson M, Name A, Rahman A. Origins of specificity during tDCS: anatomical, activity-selective, and input-bias mechanisms. Front Hum Neurosci. 2013;7:688. doi: 10.3389/fnhum.2013.00688. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 65.Petti M, Astolfi L, Masciullo M, Clausi S, Pichiorri F, Cincotti F, et al. Transcranial cerebellar direct current stimulation: Effects on brain resting state oscillatory and network activity. Conf Proc IEEE Eng Med Biol Soc. 2017;2017:4359–4362. doi: 10.1109/EMBC.2017.8037821. [DOI] [PubMed] [Google Scholar]
- 66.Li LM, Violante IR, Leech R, Ross E, Hampshire A, Opitz A, et al. Brain state and polarity dependent modulation of brain networks by transcranial direct current stimulation. Hum Brain Mapp. 2019;40:904–915. doi: 10.1002/hbm.24420. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 67.Luft CDB, Zioga I, Bhattacharya J. Anodal transcranial direct current stimulation (tDCS) boosts dominant brain oscillations. Brain Stimulat. 2018;11:660–662. doi: 10.1016/j.brs.2018.02.019. [DOI] [PubMed] [Google Scholar]
- 68.Wang X, Wong W-W, Fang Y, Chu WC-W, Wong K-S, Tong RK-Y. Dynamic Influence of Ongoing Brain Stimulation on Resting State fMRI Connectivity: A Concurrent tDCS-fMRI Study. Conf Proc IEEE Eng Med Biol Soc. 2018;2018:1037–1040. doi: 10.1109/EMBC.2018.8512430. [DOI] [PubMed] [Google Scholar]
- 69.Bergmann TO Brain State-Dependent Brain Stimulation. Front Psychol. 2018;9:2108. doi: 10.3389/fpsyg.2018.02108. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 70.Datta A, Baker JM, Bikson M, Fridriksson J. Individualized model predicts brain current flow during transcranial direct-current stimulation treatment in responsive stroke patient. Brain Stimulat. 2011;4:169–174. doi: 10.1016/j.brs.2010.11.001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.Gillick BT, Kirton A, Carmel JB, Minhas P, Bikson M. Pediatric stroke and transcranial direct current stimulation: methods for rational individualized dose optimization. Front Hum Neurosci. 2014;8:739. doi: 10.3389/fnhum.2014.00739. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 72.Galletta EE, Cancelli A, Cottone C, Simonelli I, Tecchio F, Bikson M, et al. Use of Computational Modeling to Inform tDCS Electrode Montages for the Promotion of Language Recovery in Post-stroke Aphasia. Brain Stimulat. 2015;8:1108–1115. doi: 10.1016/j.brs.2015.06.018. [DOI] [PubMed] [Google Scholar]
- 73.Minjoli S, Saturnino GB, Blicher JU, Stagg CJ, Siebner HR, Antunes A, et al. The impact of large structural brain changes in chronic stroke patients on the electric field caused by transcranial brain stimulation. Neuroimage Clin. 2017;15:106–117. doi: 10.1016/j.nicl.2017.04.014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 74.Datta A, Bikson M, Fregni F. Transcranial direct current stimulation in patients with skull defects and skull plates: high-resolution computational FEM study of factors altering cortical current flow. Neuroimage. 2010;52:1268–1278. doi: 10.1016/j.neuroimage.2010.04.252. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 75.Dmochowski JP, Datta A, Huang Y, Richardson JD, Bikson M, Fridriksson J, et al. Targeted transcranial direct current stimulation for rehabilitation after stroke. Neuroimage. 2013;75:12–19. doi: 10.1016/j.neuroimage.2013.02.049. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 76.Huang Y, Liu AA, Lafon B, Friedman D, Dayan M, Wang X, et al. Measurements and models of electric fields in the in vivo human brain during transcranial electric stimulation. elife. 2017;6. 10.7554/eLife.18834. [DOI] [PMC free article] [PubMed]
- 77.Reato D, Rahman A, Bikson M, Parra LC. Low-intensity electrical stimulation affects network dynamics by modulating population rate and spike timing. J Neurosci. 2010;30:15067–15079. doi: 10.1523/JNEUROSCI.2059-10.2010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 78.Monai H, Ohkura M, Tanaka M, Oe Y, Konno A, Hirai H, et al. Calcium imaging reveals glial involvement in transcranial direct current stimulation-induced plasticity in mouse brain. Nat Commun. 2016;7:11100. doi: 10.1038/ncomms11100. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 79.Monai H, Hirase H. Astrocytes as a target of transcranial direct current stimulation (tDCS) to treat depression. Neurosci Res. 2018;126:15–21. doi: 10.1016/j.neures.2017.08.012. [DOI] [PubMed] [Google Scholar]
- 80.Cancel LM, Arias K, Bikson M, Tarbell JM. Direct current stimulation of endothelial monolayers induces a transient and reversible increase in transport due to the electroosmotic effect. Sci Rep. 2018;8:9265. doi: 10.1038/s41598-018-27524-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 81.Iyer PC, Madhavan S. Non-invasive brain stimulation in the modulation of cerebral blood flow after stroke: A systematic review of Transcranial Doppler studies. Clin Neurophysiol. 2018;129:2544–2551. doi: 10.1016/j.clinph.2018.09.019. [DOI] [PubMed] [Google Scholar]
- 82.Pelletier SJ, Lagacé M, St-Amour I, Arsenault D, Cisbani G, Chabrat A, et al. The morphological and molecular changes of brain cells exposed to direct current electric field stimulation. Int J Neuropsychopharmacol. 2014;18:pyu090. doi: 10.1093/ijnp/pyu090. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 83.Keuters MH, Aswendt M, Tennstaedt A, Wiedermann D, Pikhovych A, Rotthues S, et al. Transcranial direct current stimulation promotes the mobility of engrafted NSCs in the rat brain. NMR Biomed. 2015;28:231–239. doi: 10.1002/nbm.3244. [DOI] [PubMed] [Google Scholar]
- 84.Rueger MA, Keuters MH, Walberer M, Braun R, Klein R, Sparing R, et al. Multi-session transcranial direct current stimulation (tDCS) elicits inflammatory and regenerative processes in the rat brain. PLoS ONE. 2012;7:e43776. doi: 10.1371/journal.pone.0043776. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 85.Braun R, Klein R, Walter HL, Ohren M, Freudenmacher L, Getachew K, et al. Transcranial direct current stimulation accelerates recovery of function, induces neurogenesis and recruits oligodendrocyte precursors in a rat model of stroke. Exp Neurol. 2016;279:127–136. doi: 10.1016/j.expneurol.2016.02.018. [DOI] [PubMed] [Google Scholar]
- 86.Rawji V, Ciocca M, Zacharia A, Soares D, Truong D, Bikson M, et al. tDCS changes in motor excitability are specific to orientation of current flow. Brain Stimulat. 2018;11:289–298. doi: 10.1016/j.brs.2017.11.001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 87.Batsikadze G, Moliadze V, Paulus W, Kuo MF, Nitsche MA. Partially non-linear stimulation intensity-dependent effects of direct current stimulation on motor cortex excitability in humans. J Physiol Lond. 2013;591:1987–2000. doi: 10.1113/jphysiol.2012.249730. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 88.Esmaeilpour Z, Marangolo P, Hampstead BM, Bestmann S, Galletta E, Knotkova H, et al. Incomplete evidence that increasing current intensity of tDCS boosts outcomes. Brain Stimulat. 2018;11:310–321. doi: 10.1016/j.brs.2017.12.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 89.McLaren ME, Nissim NR, Woods AJ. The effects of medication use in transcranial direct current stimulation: A brief review. Brain Stimulat. 2018;11:52–58. doi: 10.1016/j.brs.2017.10.006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 90.Woods AJ, Antal A, Bikson M, Boggio PS, Brunoni AR, Celnik P, et al. A technical guide to tDCS, and related non-invasive brain stimulation tools. Clin Neurophysiol. 2016;127:1031–1048. doi: 10.1016/j.clinph.2015.11.012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 91.Antal A, Alekseichuk I, Bikson M, Brockmöller J, Brunoni AR, Chen R, et al. Low intensity transcranial electric stimulation: Safety, ethical, legal regulatory and application guidelines. Clin Neurophysiol. 2017;128:1774–1809. doi: 10.1016/j.clinph.2017.06.001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 92.Lefaucheur J-P, Antal A, Ayache SS, Benninger DH, Brunelin J, Cogiamanian F, et al. Evidence-based guidelines on the therapeutic use of transcranial direct current stimulation (tDCS) Clin Neurophysiol. 2017;128:56–92. doi: 10.1016/j.clinph.2016.10.087. [DOI] [PubMed] [Google Scholar]
- 93.Hummel FC, Cohen LG. Non-invasive brain stimulation: a new strategy to improve neurorehabilitation after stroke? Lancet Neurol. 2006;5:708–712. doi: 10.1016/S1474-4422(06)70525-7. [DOI] [PubMed] [Google Scholar]
- 94.Mane R, Chew E, Phua KS, Ang KK, Vinod AP, Guan C. Quantitative EEG as Biomarkers for the Monitoring of Post-Stroke Motor Recovery in BCI and tDCS Rehabilitation. Conf Proc IEEE Eng Med Biol Soc. 2018;2018:3610–3613. doi: 10.1109/EMBC.2018.8512920. [DOI] [PubMed] [Google Scholar]
- 95.Panico F, Sagliano L, Grossi D, Trojano L. Bi-cephalic parietal and cerebellar direct current stimulation interferes with early error correction in prism adaptation: Toward a complex view of the neural mechanisms underlying visuomotor control. Cortex. 2018;109:226–233. doi: 10.1016/j.cortex.2018.09.020. [DOI] [PubMed] [Google Scholar]
- 96.Datta A, Truong D, Minhas P, Parra LC, Bikson M. Inter-Individual Variation during Transcranial Direct Current Stimulation and Normalization of Dose Using MRI-Derived Computational Models. Front Psychiatry. 2012;3:91. doi: 10.3389/fpsyt.2012.00091. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 97.Wiethoff S, Hamada M, Rothwell JC. Variability in response to transcranial direct current stimulation of the motor cortex. Brain Stimulat. 2014;7:468–475. doi: 10.1016/j.brs.2014.02.003. [DOI] [PubMed] [Google Scholar]
- 98.Chew T, Ho K-A, Loo CK. Inter- and Intra-individual Variability in Response to Transcranial Direct Current Stimulation (tDCS) at Varying Current Intensities. Brain Stimulat. 2015;8:1130–1137. doi: 10.1016/j.brs.2015.07.031. [DOI] [PubMed] [Google Scholar]
- 99.Ammann C, Lindquist MA, Celnik PA. Response variability of different anodal transcranial direct current stimulation intensities across multiple sessions. Brain Stimulat. 2017;10:757–763. doi: 10.1016/j.brs.2017.04.003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 100.Friston KJ. Functional and effective connectivity: a review. Brain Connect. 2011;1:13–36. doi: 10.1089/brain.2011.0008. [DOI] [PubMed] [Google Scholar]
- 101.Goldenberg D, Galván A. The use of functional and effective connectivity techniques to understand the developing brain. Dev Cogn Neurosci. 2015;12:155–164. doi: 10.1016/j.dcn.2015.01.011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 102.Polanía R, Nitsche MA, Paulus W. Modulating functional connectivity patterns and topological functional organization of the human brain with transcranial direct current stimulation. Hum Brain Mapp. 2011;32:1236–1249. doi: 10.1002/hbm.21104. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 103.Hordacre B, Moezzi B, Ridding MC. Neuroplasticity and network connectivity of the motor cortex following stroke: A transcranial direct current stimulation study. Hum Brain Mapp. 2018;39:3326–3339. doi: 10.1002/hbm.24079. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 104.Baxter BS, Edelman BJ, Sohrabpour A, He B. Anodal Transcranial Direct Current Stimulation Increases Bilateral Directed Brain Connectivity during Motor-Imagery Based Brain-Computer Interface Control. Front Neurosci. 2017;11:691. doi: 10.3389/fnins.2017.00691. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 105.Gaxiola-Tirado JA, Rodríguez-Ugarte M, Iáñez E, Ortiz M, Gutiérrez D, Azorín JM. The Effect of tDCS on EEG-Based Functional Connectivity in Gait Motor Imagery. In: Hansen JM, Winn LM, editors. Developmental toxicology: methods and protocols. New York: Springer New York; 2019. pp. 3–10. [Google Scholar]
- 106.Sankarasubramanian V, Cunningham DA, Potter-Baker KA, Beall EB, Roelle SM, Varnerin NM, et al. Transcranial Direct Current Stimulation Targeting Primary Motor Versus Dorsolateral Prefrontal Cortices: Proof-of-Concept Study Investigating Functional Connectivity of Thalamocortical Networks Specific to Sensory-Affective Information Processing. Brain Connect. 2017;7:182–196. doi: 10.1089/brain.2016.0440. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 107.Lefebvre S, Dricot L, Laloux P, Desfontaines P, Evrard F, Peeters A, et al. Increased functional connectivity one week after motor learning and tDCS in stroke patients. Neuroscience. 2017;340:424–435. doi: 10.1016/j.neuroscience.2016.10.066. [DOI] [PubMed] [Google Scholar]
- 108.Chen JL, Schlaug G. Erratum: Increased resting state connectivity between ipsilesional motor cortex and contralesional premotor cortex after transcranial direct current stimulation with physical therapy. Sci Rep. 2016;6:24960. doi: 10.1038/srep24960. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 109.Sehm B, Kipping J, Schäfer A, Villringer A, Ragert P. A Comparison between Uni- and Bilateral tDCS Effects on Functional Connectivity of the Human Motor Cortex. Front Hum Neurosci. 2013;7:183. doi: 10.3389/fnhum.2013.00183. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 110.Rosso C, Valabregue R, Arbizu C, Ferrieux S, Vargas P, Humbert F, et al. Connectivity between right inferior frontal gyrus and supplementary motor area predicts after-effects of right frontal cathodal tDCS on picture naming speed. Brain Stimulat. 2014;7:122–129. doi: 10.1016/j.brs.2013.08.007. [DOI] [PubMed] [Google Scholar]
- 111.Yan J, Wei Y, Wang Y, Xu G, Li Z, Li X. Use of functional near-infrared spectroscopy to evaluate the effects of anodal transcranial direct current stimulation on brain connectivity in motor-related cortex. J Biomed Opt. 2015;20:46007. doi: 10.1117/1.JBO.20.4.046007. [DOI] [PubMed] [Google Scholar]
- 112.Fonseca A, Kerick S, King J-T, Lin C-T, Jung T-P. Brain Network Changes in Fatigued Drivers: A Longitudinal Study in a Real-World Environment Based on the Effective Connectivity Analysis and Actigraphy Data. Front Hum Neurosci. 2018;12:418. doi: 10.3389/fnhum.2018.00418. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 113.Miranda PC, Lomarev M, Hallett M. Modeling the current distribution during transcranial direct current stimulation. Clin Neurophysiol. 2006;117:1623–1629. doi: 10.1016/j.clinph.2006.04.009. [DOI] [PubMed] [Google Scholar]
- 114.Alam M, Truong DQ, Khadka N, Bikson M. Spatial and polarity precision of concentric high-definition transcranial direct current stimulation (HD-tDCS) Phys Med Biol. 2016;61:4506–4521. doi: 10.1088/0031-9155/61/12/4506. [DOI] [PubMed] [Google Scholar]
- 115.Dmochowski JP, Koessler L, Norcia AM, Bikson M, Parra LC. Optimal use of EEG recordings to target active brain areas with transcranial electrical stimulation. Neuroimage. 2017;157:69–80. doi: 10.1016/j.neuroimage.2017.05.059. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 116.Aspart F, Remme MWH, Obermayer K. Differential polarization of cortical pyramidal neuron dendrites through weak extracellular fields. PLoS Comput Biol. 2018;14:e1006124. doi: 10.1371/journal.pcbi.1006124. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 117.Kabakov AY, Muller PA, Pascual-Leone A, Jensen FE, Rotenberg A. Contribution of axonal orientation to pathway-dependent modulation of excitatory transmission by direct current stimulation in isolated rat hippocampus. J Neurophysiol. 2012;107:1881–1889. doi: 10.1152/jn.00715.2011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 118.Purpura DP, Mcmurtry JG. Intracellular activities and evoked potential changes during polarization of motor cortex. J Neurophysiol. 1965;28:166–185. doi: 10.1152/jn.1965.28.1.166. [DOI] [PubMed] [Google Scholar]
- 119.Yu KP, Yoon Y-S, Lee JG, Oh JS, Lee J-S, Seog T, et al. Effects of electric cortical stimulation (ECS) and transcranial direct current stimulation (tdcs) on rats with a traumatic brain injury. Ann Rehabil Med. 2018;42:502–513. doi: 10.5535/arm.2018.42.4.502. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 120.D’Andola M, Rebollo B, Casali AG, Weinert JF, Pigorini A, Villa R, et al. Bistability, causality, and complexity in cortical networks: an in vitro perturbational study. Cereb Cortex. 2018;28:2233–2242. doi: 10.1093/cercor/bhx122. [DOI] [PubMed] [Google Scholar]
- 121.GBD 2015 Neurological Disorders Collaborator Group Global, regional, and national burden of neurological disorders during 1990-2015: a systematic analysis for the Global Burden of Disease Study 2015. Lancet Neurol. 2017;16:877–897. doi: 10.1016/S1474-4422(17)30299-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 122.Turner-Stokes L, Sykes N, Silber E. Guideline Development Group. Long-term neurological conditions: management at the interface between neurology, rehabilitation and palliative care. Clin Med. 2008;8:186–191. doi: 10.7861/clinmedicine.8-2-186. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 123.Hepgul N, Gao W, Evans CJ, Jackson D, van Vliet LM, Byrne A, et al. Integrating palliative care into neurology services: what do the professionals say? BMJ Support Palliat Care. 2018;8:41–44. doi: 10.1136/bmjspcare-2017-001354. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 124.Boersma I, Miyasaki J, Kutner J, Kluger B. Palliative care and neurology: time for a paradigm shift. Neurology. 2014;83:561–567. doi: 10.1212/WNL.0000000000000674. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 125.Di Pino G, Pellegrino G, Assenza G, Capone F, Ferreri F, Formica D, et al. Modulation of brain plasticity in stroke: a novel model for neurorehabilitation. Nat Rev Neurol. 2014;10:597–608. doi: 10.1038/nrneurol.2014.162. [DOI] [PubMed] [Google Scholar]
- 126.Khan F, Amatya B, Galea MP, Gonzenbach R, Kesselring J. Neurorehabilitation: applied neuroplasticity. J Neurol. 2017;264:603–615. doi: 10.1007/s00415-016-8307-9. [DOI] [PubMed] [Google Scholar]
- 127.Pellicciari MC, Miniussi C. Transcranial direct current stimulation in neurodegenerative disorders. J ECT. 2018;34:193–202. doi: 10.1097/YCT.0000000000000539. [DOI] [PubMed] [Google Scholar]
- 128.Butler AJ, Shuster M, O’Hara E, Hurley K, Middlebrooks D, Guilkey K. A meta-analysis of the efficacy of anodal transcranial direct current stimulation for upper limb motor recovery in stroke survivors. J Hand Ther. 2013;26:162–170. doi: 10.1016/j.jht.2012.07.002. [DOI] [PubMed] [Google Scholar]
- 129.Chhatbar PY, Ramakrishnan V, Kautz S, George MS, Adams RJ, Feng W. Transcranial Direct Current Stimulation Post-Stroke Upper Extremity Motor Recovery Studies Exhibit a Dose-Response Relationship. Brain Stimulat. 2016;9:16–26. doi: 10.1016/j.brs.2015.09.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 130.Elsner B, Kugler J, Pohl M, Mehrholz J. Transcranial direct current stimulation (tDCS) for improving activities of daily living, and physical and cognitive functioning, in people after stroke. Cochrane Database Syst Rev. 2016;3:CD009645. doi: 10.1002/14651858.CD009645.pub3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 131.O’Brien AT, Bertolucci F, Torrealba-Acosta G, Huerta R, Fregni F, Thibaut A. Non-invasive brain stimulation for fine motor improvement after stroke: a meta-analysis. Eur J Neurol. 2018;25:1017–1026. doi: 10.1111/ene.13643. [DOI] [PubMed] [Google Scholar]
- 132.Kang N, Summers JJ, Cauraugh JH. Non-Invasive Brain Stimulation Improves Paretic Limb Force Production: A Systematic Review and Meta-Analysis. Brain Stimulat. 2016;9:662–670. doi: 10.1016/j.brs.2016.05.005. [DOI] [PubMed] [Google Scholar]
- 133.Kang N, Summers JJ, Cauraugh JH. Transcranial direct current stimulation facilitates motor learning post-stroke: a systematic review and meta-analysis. J Neurol Neurosurg Psychiatry. 2016;87:345–355. doi: 10.1136/jnnp-2015-311242. [DOI] [PubMed] [Google Scholar]
- 134.Nowak DA, Grefkes C, Ameli M, Fink GR. Interhemispheric competition after stroke: brain stimulation to enhance recovery of function of the affected hand. Neurorehabil Neural Repair. 2009;23:641–656. doi: 10.1177/1545968309336661. [DOI] [PubMed] [Google Scholar]
- 135.Takeuchi N, Oouchida Y, Izumi S-I. Motor control and neural plasticity through interhemispheric interactions. Neural Plast. 2012;2012:823285. doi: 10.1155/2012/823285. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 136.Gomez Palacio Schjetnan A, Faraji J, Metz GA, Tatsuno M, Luczak A. Transcranial direct current stimulation in stroke rehabilitation: a review of recent advancements. Stroke Res Treat. 2013;2013:170256. doi: 10.1155/2013/170256. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 137.Yozbatiran N, Keser Z, Davis M, Stampas A, O’Malley MK, Cooper-Hay C, et al. Transcranial direct current stimulation (tDCS) of the primary motor cortex and robot-assisted arm training in chronic incomplete cervical spinal cord injury: A proof of concept sham-randomized clinical study. NeuroRehabilitation. 2016;39:401–411. doi: 10.3233/NRE-161371. [DOI] [PubMed] [Google Scholar]
- 138.Baptista AF, Fernandes AMBL, Sá KN, Okano AH, Brunoni AR, Lara-Solares A, et al. Latin American and Caribbean consensus on noninvasive central nervous system neuromodulation for chronic pain management (LAC2-NIN-CP) Pain Rep. 2019;4:e692. doi: 10.1097/PR9.0000000000000692. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 139.Reis J, Schambra HM, Cohen LG, Buch ER, Fritsch B, Zarahn E, et al. Noninvasive cortical stimulation enhances motor skill acquisition over multiple days through an effect on consolidation. Proc Natl Acad Sci U S A. 2009;106:1590–1595. doi: 10.1073/pnas.0805413106. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 140.Bolognini N, Vallar G, Casati C, Latif LA, El-Nazer R, Williams J, et al. Neurophysiological and behavioral effects of tDCS combined with constraint-induced movement therapy in poststroke patients. Neurorehabil Neural Repair. 2011;25:819–829. doi: 10.1177/1545968311411056. [DOI] [PubMed] [Google Scholar]
- 141.Lindenberg R, Renga V, Zhu LL, Nair D, Schlaug G. Bihemispheric brain stimulation facilitates motor recovery in chronic stroke patients. Neurology. 2010;75:2176–2184. doi: 10.1212/WNL.0b013e318202013a. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 142.Furuya S, Nitsche MA, Paulus W, Altenmüller E. Surmounting retraining limits in musicians’ dystonia by transcranial stimulation. Ann Neurol. 2014;75:700–707. doi: 10.1002/ana.24151. [DOI] [PubMed] [Google Scholar]
- 143.Middleton A, Fritz SL, Liuzzo DM, Newman-Norlund R, Herter TM. Using clinical and robotic assessment tools to examine the feasibility of pairing tDCS with upper extremity physical therapy in patients with stroke and TBI: a consideration-of-concept pilot study. NeuroRehabilitation. 2014;35:741–754. doi: 10.3233/NRE-141178. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 144.Gijssels T, Ivry RB, Casasanto D. tDCS to premotor cortex changes action verb understanding: Complementary effects of inhibitory and excitatory stimulation. Sci Rep. 2018;8:11452. doi: 10.1038/s41598-018-29600-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 145.Vicario CM, Rumiati RI. tDCS of the primary motor cortex improves the detection of semantic dissonance. Neurosci Lett. 2012;518:133–137. doi: 10.1016/j.neulet.2012.04.070. [DOI] [PubMed] [Google Scholar]
- 146.de MF da Silva R, Brunoni AR, Miguel EC, Shavitt RG. Transcranial direct current stimulation for treatment-resistant obsessive-compulsive disorder: report on two cases and proposal for a randomized, sham-controlled trial. Sao Paulo Med J. 2016;134:446–450. doi: 10.1590/1516-3180.2016.0155010716. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 147.D’Urso G, Brunoni AR, Mazzaferro MP, Anastasia A, de Bartolomeis A, Mantovani A. Transcranial direct current stimulation for obsessive-compulsive disorder: A randomized, controlled, partial crossover trial. Depress Anxiety. 2016;33:1132–1140. doi: 10.1002/da.22578. [DOI] [PubMed] [Google Scholar]
- 148.Vicario CM, Martino D, Koch G. Temporal accuracy and variability in the left and right posterior parietal cortex. Neuroscience. 2013;245:121–128. doi: 10.1016/j.neuroscience.2013.04.041. [DOI] [PubMed] [Google Scholar]
- 149.Mioni G, Grondin S, Mapelli D, Stablum F. A tRNS investigation of the sensory representation of time. Sci Rep. 2018;8:10364. doi: 10.1038/s41598-018-28673-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 150.Santos de Oliveira F, Rego Fernandes CR, Miguel MAL, Fontenele Araujo J. Efeito da estimulação transcraniana por corrente continua (ETCC) no córtex préfrontal dorsolateral sobre a reprodução de intervalo de tempo. Universitas Psychologica. 2016;15:1–11. doi: 10.11144/Javeriana.upsy15-3.ittb. [DOI] [Google Scholar]
- 151.Cramer SC, Nelles G, Benson RR, Kaplan JD, Parker RA, Kwong KK, et al. A functional MRI study of subjects recovered from hemiparetic stroke. Stroke. 1997;28:2518–2527. doi: 10.1161/01.STR.28.12.2518. [DOI] [PubMed] [Google Scholar]
- 152.Johansen-Berg H, Dawes H, Guy C, Smith SM, Wade DT, Matthews PM. Correlation between motor improvements and altered fMRI activity after rehabilitative therapy. Brain. 2002;125(Pt 12):2731–2742. doi: 10.1093/brain/awf282. [DOI] [PubMed] [Google Scholar]
- 153.Mioni G, Grondin S, Forgione M, Fracasso V, Mapelli D, Stablum F. The role of primary auditory and visual cortices in temporal processing: A tDCS approach. Behav Brain Res. 2016;313:151–157. doi: 10.1016/j.bbr.2016.07.019. [DOI] [PubMed] [Google Scholar]
- 154.Dagan M, Herman T, Harrison R, Zhou J, Giladi N, Ruffini G, et al. Multitarget transcranial direct current stimulation for freezing of gait in Parkinson’s disease. Mov Disord. 2018;33:642–646. doi: 10.1002/mds.27300. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 155.Barros Galvão SC, Borba Costa dos Santos R, Borba dos Santos P, Cabral ME, Monte-Silva K. Efficacy of coupling repetitive transcranial magnetic stimulation and physical therapy to reduce upper-limb spasticity in patients with stroke: a randomized controlled trial. Arch Phys Med Rehabil. 2014;95:222–229. doi: 10.1016/j.apmr.2013.10.023. [DOI] [PubMed] [Google Scholar]
- 156.Viana RT, Laurentino GEC, Souza RJP, Fonseca JB, Silva Filho EM, Dias SN, et al. Effects of the addition of transcranial direct current stimulation to virtual reality therapy after stroke: a pilot randomized controlled trial. NeuroRehabilitation. 2014;34:437–446. doi: 10.3233/NRE-141065. [DOI] [PubMed] [Google Scholar]
- 157.Chang MC, Kim DY, Park DH. Enhancement of cortical excitability and lower limb motor function in patients with stroke by transcranial direct current stimulation. Brain Stimulat. 2015;8:561–566. doi: 10.1016/j.brs.2015.01.411. [DOI] [PubMed] [Google Scholar]
- 158.Allman C, Amadi U, Winkler AM, Wilkins L, Filippini N, Kischka U, et al. Ipsilesional anodal tDCS enhances the functional benefits of rehabilitation in patients after stroke. Sci Transl Med. 2016;8:330re1. doi: 10.1126/scitranslmed.aad5651. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 159.Rocha S, Silva E, Foerster Á, Wiesiolek C, Chagas AP, Machado G, et al. The impact of transcranial direct current stimulation (tDCS) combined with modified constraint-induced movement therapy (mCIMT) on upper limb function in chronic stroke: a double-blind randomized controlled trial. Disabil Rehabil. 2016;38:653–660. doi: 10.3109/09638288.2015.1055382. [DOI] [PubMed] [Google Scholar]
- 160.Manji A, Amimoto K, Matsuda T, Wada Y, Inaba A, Ko S. Effects of transcranial direct current stimulation over the supplementary motor area body weight-supported treadmill gait training in hemiparetic patients after stroke. Neurosci Lett. 2018;662:302–305. doi: 10.1016/j.neulet.2017.10.049. [DOI] [PubMed] [Google Scholar]
- 161.Koo WR, Jang BH, Kim CR. Effects of anodal transcranial direct current stimulation on somatosensory recovery after stroke: A randomized controlled trial. Am J Phys Med Rehabil. 2018;97:507–513. doi: 10.1097/PHM.0000000000000910. [DOI] [PubMed] [Google Scholar]
- 162.Cunningham DA, Varnerin N, Machado A, Bonnett C, Janini D, Roelle S, et al. Stimulation targeting higher motor areas in stroke rehabilitation: A proof-of-concept, randomized, double-blinded placebo-controlled study of effectiveness and underlying mechanisms. Restor Neurol Neurosci. 2015;33:911–926. doi: 10.3233/RNN-150574. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 163.Picelli A, Chemello E, Castellazzi P, Filippetti M, Brugnera A, Gandolfi M, et al. Combined effects of cerebellar transcranial direct current stimulation and transcutaneous spinal direct current stimulation on robot-assisted gait training in patients with chronic brain stroke: A pilot, single blind, randomized controlled trial. Restor Neurol Neurosci. 2018;36:161–171. doi: 10.3233/RNN-170784. [DOI] [PubMed] [Google Scholar]
- 164.Marangolo P, Fiori V, Caltagirone C, Pisano F, Priori A. Transcranial cerebellar direct current stimulation enhances verb generation but not verb naming in poststroke aphasia. J Cogn Neurosci. 2018;30:188–199. doi: 10.1162/jocn_a_01201. [DOI] [PubMed] [Google Scholar]
- 165.Sattler V, Acket B, Raposo N, Albucher J-F, Thalamas C, Loubinoux I, et al. Anodal tDCS Combined With Radial Nerve Stimulation Promotes Hand Motor Recovery in the Acute Phase After Ischemic Stroke. Neurorehabil Neural Repair. 2015;29:743–754. doi: 10.1177/1545968314565465. [DOI] [PubMed] [Google Scholar]
- 166.Kim D-Y, Lim J-Y, Kang EK, You DS, Oh M-K, Oh B-M, et al. Effect of transcranial direct current stimulation on motor recovery in patients with subacute stroke. Am J Phys Med Rehabil. 2010;89:879–886. doi: 10.1097/PHM.0b013e3181f70aa7. [DOI] [PubMed] [Google Scholar]
- 167.Giacobbe V, Krebs HI, Volpe BT, Pascual-Leone A, Rykman A, Zeiarati G, et al. Transcranial direct current stimulation (tDCS) and robotic practice in chronic stroke: the dimension of timing. NeuroRehabilitation. 2013;33:49–56. doi: 10.3233/NRE-130927. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 168.Lefebvre S, Liew S-L. Anatomical Parameters of tDCS to Modulate the Motor System after Stroke: A Review. Front Neurol. 2017;8:29. doi: 10.3389/fneur.2017.00029. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 169.Yang C, Guo Z, Peng H, Xing G, Chen H, McClure MA, et al. Repetitive transcranial magnetic stimulation therapy for motor recovery in Parkinson’s disease: A Meta-analysis. Brain Behav. 2018;8:e01132. doi: 10.1002/brb3.1132. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 170.Chung CL, Mak MKY. Effect of Repetitive Transcranial Magnetic Stimulation on Physical Function and Motor Signs in Parkinson’s Disease: A Systematic Review and Meta-Analysis. Brain Stimulat. 2016;9:475–487. doi: 10.1016/j.brs.2016.03.017. [DOI] [PubMed] [Google Scholar]
- 171.Elsner B, Kugler J, Pohl M, Mehrholz J, Elsner B, Kugler J, et al. Transcranial direct current stimulation ( tDCS ) for idiopathic Parkinson ’ s disease ( Review ) Transcranial direct current stimulation ( tDCS ) for idiopathic Parkinson ’ s disease. 2016. pp. 2–5. [Google Scholar]
- 172.Elsner B, Kugler J, Pohl M, Mehrholz J. Transcranial direct current stimulation for improving idiopathic Parkinson’s syndrome. An abridged version of a Cochrane review. Eur J Phys Rehabil Med. 2016;52:902–906. [PubMed] [Google Scholar]
- 173.Benninger DH, Lomarev M, Lopez G, Wassermann EM, Li X, Considine E, et al. Transcranial direct current stimulation for the treatment of Parkinson’s disease. J Neurol Neurosurg Psychiatry. 2010;81:1105–1111. doi: 10.1136/jnnp.2009.202556. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 174.Valentino F, Cosentino G, Brighina F, Pozzi NG, Sandrini G, Fierro B, et al. Transcranial direct current stimulation for treatment of freezing of gait: a cross-over study. Mov Disord. 2014;29:1064–1069. doi: 10.1002/mds.25897. [DOI] [PubMed] [Google Scholar]
- 175.Kaski D, Dominguez RO, Allum JH, Islam AF, Bronstein AM. Combining physical training with transcranial direct current stimulation to improve gait in Parkinson’s disease: a pilot randomized controlled study. Clin Rehabil. 2014;28:1115–1124. doi: 10.1177/0269215514534277. [DOI] [PubMed] [Google Scholar]
- 176.Costa-Ribeiro A, Maux A, Bosford T, Tenório Y, Marques D, Carneiro M, et al. Dopamine-independent effects of combining transcranial direct current stimulation with cued gait training on cortical excitability and functional mobility in Parkinson’s disease. J Rehabil Med. 2016;48:819–823. doi: 10.2340/16501977-2134. [DOI] [PubMed] [Google Scholar]
- 177.Costa-Ribeiro A, Maux A, Bosford T, Aoki Y, Castro R, Baltar A, et al. Transcranial direct current stimulation associated with gait training in Parkinson’s disease: A pilot randomized clinical trial. Dev Neurorehabil. 2017;20:121–128. doi: 10.3109/17518423.2015.1131755. [DOI] [PubMed] [Google Scholar]
- 178.Lattari E, Costa SS, Campos C, de Oliveira AJ, Machado S, Maranhao Neto GA. Can transcranial direct current stimulation on the dorsolateral prefrontal cortex improves balance and functional mobility in Parkinson’s disease? Neurosci Lett. 2017;636:165–169. doi: 10.1016/j.neulet.2016.11.019. [DOI] [PubMed] [Google Scholar]
- 179.Hadoush H, Al-Jarrah M, Khalil H, Al-Sharman A, Al-Ghazawi S. Bilateral anodal transcranial direct current stimulation effect on balance and fearing of fall in patient with Parkinson’s disease. NeuroRehabilitation. 2018;42:63–68. doi: 10.3233/NRE-172212. [DOI] [PubMed] [Google Scholar]
- 180.Verheyden G, Purdey J, Burnett M, Cole J, Ashburn A. Immediate effect of transcranial direct current stimulation on postural stability and functional mobility in Parkinson’s disease. Mov Disord. 2013;28:2040–2041. doi: 10.1002/mds.25640. [DOI] [PubMed] [Google Scholar]
- 181.Ferrucci R, Cortese F, Bianchi M, Pittera D, Turrone R, Bocci T, et al. Cerebellar and Motor Cortical Transcranial Stimulation Decrease Levodopa-Induced Dyskinesias in Parkinson’s Disease. Cerebellum. 2016;15:43–47. doi: 10.1007/s12311-015-0737-x. [DOI] [PubMed] [Google Scholar]
- 182.Doruk D, Gray Z, Bravo GL, Pascual-Leone A, Fregni F. Effects of tDCS on executive function in Parkinson’s disease. Neurosci Lett. 2014;582:27–31. doi: 10.1016/j.neulet.2014.08.043. [DOI] [PubMed] [Google Scholar]
- 183.Manenti R, Cotelli MS, Cobelli C, Gobbi E, Brambilla M, Rusich D, et al. Transcranial direct current stimulation combined with cognitive training for the treatment of Parkinson Disease: A randomized, placebo-controlled study. Brain Stimulat. 2018;11:1251–1262. doi: 10.1016/j.brs.2018.07.046. [DOI] [PubMed] [Google Scholar]
- 184.Manenti R, Brambilla M, Benussi A, Rosini S, Cobelli C, Ferrari C, et al. Mild cognitive impairment in Parkinson’s disease is improved by transcranial direct current stimulation combined with physical therapy. Mov Disord. 2016;31:715–724. doi: 10.1002/mds.26561. [DOI] [PubMed] [Google Scholar]
- 185.Schabrun SM, Lamont RM, Brauer SG. Transcranial Direct Current Stimulation to Enhance Dual-Task Gait Training in Parkinson’s Disease: A Pilot RCT. PLoS ONE. 2016;11:e0158497. doi: 10.1371/journal.pone.0158497. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 186.Nitsche MA, Monte-Silva K, Kuo M-F, Paulus W. Dopaminergic impact on cortical excitability in humans. Rev Neurosci. 2010;21:289–298. doi: 10.1515/REVNEURO.2010.21.4.289. [DOI] [PubMed] [Google Scholar]
- 187.Monte-Silva K, Liebetanz D, Grundey J, Paulus W, Nitsche MA. Dosage-dependent non-linear effect of L-dopa on human motor cortex plasticity. J Physiol Lond. 2010;588(Pt 18):3415–3424. doi: 10.1113/jphysiol.2010.190181. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 188.Bradnam LV, Frasca J, Kimberley TJ. Direct current stimulation of primary motor cortex and cerebellum and botulinum toxin a injections in a person with cervical dystonia. Brain Stimulat. 2014;7:909–911. doi: 10.1016/j.brs.2014.09.008. [DOI] [PubMed] [Google Scholar]
- 189.Bradnam LV, Graetz LJ, McDonnell MN, Ridding MC. Anodal transcranial direct current stimulation to the cerebellum improves handwriting and cyclic drawing kinematics in focal hand dystonia. Front Hum Neurosci. 2015;9:286. doi: 10.3389/fnhum.2015.00286. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 190.Rosset-Llobet J, Fàbregas-Molas S, Pascual-Leone Á. Effect of Transcranial Direct Current Stimulation on Neurorehabilitation of Task-Specific Dystonia: A Double-Blind, Randomized Clinical Trial. Med Probl Perform Art. 2015;30:178–184. doi: 10.21091/mppa.2015.3033. [DOI] [PubMed] [Google Scholar]
- 191.Marceglia S, Mrakic-Sposta S, Fumagalli M, Ferrucci R, Mameli F, Vergari M, et al. Cathodal Transcranial Direct Current Stimulation Improves Focal Hand Dystonia in Musicians: A Two-Case Study. Front Neurosci. 2017;11:508. doi: 10.3389/fnins.2017.00508. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 192.Okada Y, Shibamoto C, Osumi Y, Asano C, Takeuchi R, Nabeshima S, et al. Transcranial Direct Current Stimulation Combined with Action Observation and Electromyographic Biofeedback Training in a Patient with Writer’s Cramp. J Mov Disord. 2018;11:82–86. doi: 10.14802/jmd.18007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 193.Beck S, Richardson SP, Shamim EA, Dang N, Schubert M, Hallett M. Short intracortical and surround inhibition are selectively reduced during movement initiation in focal hand dystonia. J Neurosci. 2008;28:10363–10369. doi: 10.1523/JNEUROSCI.3564-08.2008. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 194.Tamura Y, Ueki Y, Lin P, Vorbach S, Mima T, Kakigi R, et al. Disordered plasticity in the primary somatosensory cortex in focal hand dystonia. Brain. 2009;132(Pt 3):749–755. doi: 10.1093/brain/awn348. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 195.Siebner HR, Tormos JM, Ceballos-Baumann AO, Auer C, Catala MD, Conrad B, et al. Low-frequency repetitive transcranial magnetic stimulation of the motor cortex in writer’s cramp. Neurology. 1999;52:529–537. doi: 10.1212/WNL.52.3.529. [DOI] [PubMed] [Google Scholar]
- 196.Benninger DH, Lomarev M, Lopez G, Pal N, Luckenbaugh DA, Hallett M. Transcranial direct current stimulation for the treatment of focal hand dystonia. Mov Disord. 2011;26:1698–1702. doi: 10.1002/mds.23691. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 197.Buttkus F, Weidenmüller M, Schneider S, Jabusch H-C, Nitsche MA, Paulus W, et al. Failure of cathodal direct current stimulation to improve fine motor control in musician’s dystonia. Mov Disord. 2010;25:389–394. doi: 10.1002/mds.22938. [DOI] [PubMed] [Google Scholar]
- 198.Buttkus F, Baur V, Jabusch H-C, de la Cruz Gomez-Pellin M, Paulus W, Nitsche MA, et al. Single-session tDCS-supported retraining does not improve fine motor control in musician’s dystonia. Restor Neurol Neurosci. 2011;29:85–90. doi: 10.3233/RNN-2011-0582. [DOI] [PubMed] [Google Scholar]
- 199.Sadnicka A, Hamada M, Bhatia KP, Rothwell JC, Edwards MJ. Cerebellar stimulation fails to modulate motor cortex plasticity in writing dystonia. Mov Disord. 2014;29:1304–1307. doi: 10.1002/mds.25881. [DOI] [PubMed] [Google Scholar]
- 200.Gunduz A, Rothwell J, Vidal J, Kumru H. Non-invasive brain stimulation to promote motor and functional recovery following spinal cord injury. Neural Regen Res. 2017;12:1933–1938. doi: 10.4103/1673-5374.221143. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 201.Raithatha R, Carrico C, Powell ES, Westgate PM, Chelette Ii KC, Lee K, et al. Non-invasive brain stimulation and robot-assisted gait training after incomplete spinal cord injury: A randomized pilot study. NeuroRehabilitation. 2016;38:15–25. doi: 10.3233/NRE-151291. [DOI] [PubMed] [Google Scholar]
- 202.Kumru H, Murillo N, Benito-Penalva J, Tormos JM, Vidal J. Transcranial direct current stimulation is not effective in the motor strength and gait recovery following motor incomplete spinal cord injury during Lokomat(®) gait training. Neurosci Lett. 2016;620:143–147. doi: 10.1016/j.neulet.2016.03.056. [DOI] [PubMed] [Google Scholar]
- 203.Cortes M, Medeiros AH, Gandhi A, Lee P, Krebs HI, Thickbroom G, et al. Improved grasp function with transcranial direct current stimulation in chronic spinal cord injury. NeuroRehabilitation. 2017;41:51–59. doi: 10.3233/NRE-171456. [DOI] [PubMed] [Google Scholar]
- 204.Priori A, Ciocca M, Parazzini M, Vergari M, Ferrucci R. Transcranial cerebellar direct current stimulation and transcutaneous spinal cord direct current stimulation as innovative tools for neuroscientists. J Physiol Lond. 2014;592:3345–3369. doi: 10.1113/jphysiol.2013.270280. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 205.Albuquerque PL, Mendonça T, Campêlo M, Shirahige L, Monte-Silva K. Does trans-spinal direct current stimulation modulate the Hoffmann reflexes of healthy individuals? A systematic review and meta-analysisc. Spinal Cord. 2018;56:1022–1031. doi: 10.1038/s41393-018-0149-0. [DOI] [PubMed] [Google Scholar]
- 206.Winkler T, Hering P, Straube A. Spinal DC stimulation in humans modulates post-activation depression of the H-reflex depending on current polarity. Clin Neurophysiol. 2010;121:957–961. doi: 10.1016/j.clinph.2010.01.014. [DOI] [PubMed] [Google Scholar]
- 207.Lamy J-C, Ho C, Badel A, Arrigo RT, Boakye M. Modulation of soleus H reflex by spinal DC stimulation in humans. J Neurophysiol. 2012;108:906–914. doi: 10.1152/jn.10898.2011. [DOI] [PubMed] [Google Scholar]
- 208.Hubli M, Dietz V, Schrafl-Altermatt M, Bolliger M. Modulation of spinal neuronal excitability by spinal direct currents and locomotion after spinal cord injury. Clin Neurophysiol. 2013;124:1187–1195. doi: 10.1016/j.clinph.2012.11.021. [DOI] [PubMed] [Google Scholar]
- 209.Powell ES, Carrico C, Salyers E, Westgate PM, Sawaki L. The effect of transcutaneous spinal direct current stimulation on corticospinal excitability in chronic incomplete spinal cord injury. NeuroRehabilitation. 2018;43:125–134. doi: 10.3233/NRE-172369. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 210.Cuypers K, Leenus DJF, Van Wijmeersch B, Thijs H, Levin O, Swinnen SP, et al. Anodal tDCS increases corticospinal output and projection strength in multiple sclerosis. Neurosci Lett. 2013;554:151–155. doi: 10.1016/j.neulet.2013.09.004. [DOI] [PubMed] [Google Scholar]
- 211.Mori F, Nicoletti CG, Kusayanagi H, Foti C, Restivo DA, Marciani MG, et al. Transcranial direct current stimulation ameliorates tactile sensory deficit in multiple sclerosis. Brain Stimulat. 2013;6:654–659. doi: 10.1016/j.brs.2012.10.003. [DOI] [PubMed] [Google Scholar]
- 212.Meesen RLJ, Thijs H, Leenus DJF, Cuypers K. A single session of 1 mA anodal tDCS-supported motor training does not improve motor performance in patients with multiple sclerosis. Restor Neurol Neurosci. 2014;32:293–300. doi: 10.3233/RNN-130348. [DOI] [PubMed] [Google Scholar]
- 213.Iodice R, Dubbioso R, Ruggiero L, Santoro L, Manganelli F. Anodal transcranial direct current stimulation of motor cortex does not ameliorate spasticity in multiple sclerosis. Restor Neurol Neurosci. 2015;33:487–492. doi: 10.3233/RNN-150495. [DOI] [PubMed] [Google Scholar]
- 214.Mori F, Codecà C, Kusayanagi H, Monteleone F, Buttari F, Fiore S, et al. Effects of anodal transcranial direct current stimulation on chronic neuropathic pain in patients with multiple sclerosis. J Pain. 2010;11:436–442. doi: 10.1016/j.jpain.2009.08.011. [DOI] [PubMed] [Google Scholar]
- 215.Ayache SS, Palm U, Chalah MA, Al-Ani T, Brignol A, Abdellaoui M, et al. Prefrontal tDCS Decreases Pain in Patients with Multiple Sclerosis. Front Neurosci. 2016;10:147. doi: 10.3389/fnins.2016.00147. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 216.Ferrucci R, Vergari M, Cogiamanian F, Bocci T, Ciocca M, Tomasini E, et al. Transcranial direct current stimulation (tDCS) for fatigue in multiple sclerosis. NeuroRehabilitation. 2014;34:121–127. doi: 10.3233/NRE-131019. [DOI] [PubMed] [Google Scholar]
- 217.Saiote C, Goldschmidt T, Timäus C, Steenwijk MD, Opitz A, Antal A, et al. Impact of transcranial direct current stimulation on fatigue in multiple sclerosis. Restor Neurol Neurosci. 2014;32:423–436. doi: 10.3233/RNN-130372. [DOI] [PubMed] [Google Scholar]
- 218.Tecchio F, Cancelli A, Cottone C, Zito G, Pasqualetti P, Ghazaryan A, et al. Multiple sclerosis fatigue relief by bilateral somatosensory cortex neuromodulation. J Neurol. 2014;261:1552–1558. doi: 10.1007/s00415-014-7377-9. [DOI] [PubMed] [Google Scholar]
- 219.Mattioli F, Bellomi F, Stampatori C, Capra R, Miniussi C. Neuroenhancement through cognitive training and anodal tDCS in multiple sclerosis. Mult Scler. 2016;22:222–230. doi: 10.1177/1352458515587597. [DOI] [PubMed] [Google Scholar]
- 220.Ayache SS, Chalah MA. Transcranial direct current stimulation: A glimmer of hope for multiple sclerosis fatigue? J Clin Neurosci. 2018;55:10–12. doi: 10.1016/j.jocn.2018.06.002. [DOI] [PubMed] [Google Scholar]
- 221.Tecchio F, Cancelli A, Cottone C, Ferrucci R, Vergari M, Zito G, et al. Brain plasticity effects of neuromodulation against multiple sclerosis fatigue. Front Neurol. 2015;6:141. doi: 10.3389/fneur.2015.00141. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 222.Chalah MA, Lefaucheur J-P, Ayache SS. Long-term effects of tDCS on fatigue, mood and cognition in multiple sclerosis. Clin Neurophysiol. 2017;128:2179–2180. doi: 10.1016/j.clinph.2017.08.004. [DOI] [PubMed] [Google Scholar]
- 223.Chalah MA, Riachi N, Ahdab R, Mhalla A, Abdellaoui M, Créange A, et al. Effects of left DLPFC versus right PPC tDCS on multiple sclerosis fatigue. J Neurol Sci. 2017;372:131–137. doi: 10.1016/j.jns.2016.11.015. [DOI] [PubMed] [Google Scholar]
- 224.Straudi S, Bonsangue V, Mele S, Craighero L, Montis A, Fregni F, et al. Bilateral M1 anodal transcranial direct current stimulation in post traumatic chronic minimally conscious state: a pilot EEG-tDCS study. Brain Inj. 2019;33:490–495. doi: 10.1080/02699052.2019.1565894. [DOI] [PubMed] [Google Scholar]
- 225.Sacco K, Galetto V, Dimitri D, Geda E, Perotti F, Zettin M, et al. Concomitant Use of Transcranial Direct Current Stimulation and Computer-Assisted Training for the Rehabilitation of Attention in Traumatic Brain Injured Patients: Behavioral and Neuroimaging Results. Front Behav Neurosci. 2016;10:57. doi: 10.3389/fnbeh.2016.00057. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 226.Clayton E, Kinley-Cooper SK, Weber RA, Adkins DL. Brain stimulation: Neuromodulation as a potential treatment for motor recovery following traumatic brain injury. Brain Res. 2016;1640 Pt A:130–138. doi: 10.1016/j.brainres.2016.01.056. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 227.Kim W-S, Lee K, Kim S, Cho S, Paik N-J. Transcranial direct current stimulation for the treatment of motor impairment following traumatic brain injury. J Neuroeng Rehabil. 2019;16:14. doi: 10.1186/s12984-019-0489-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 228.Dhaliwal SK, Meek BP, Modirrousta MM. Non-Invasive Brain Stimulation for the Treatment of Symptoms Following Traumatic Brain Injury. Front Psychiatry. 2015;6:119. doi: 10.3389/fpsyt.2015.00119. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 229.Kim HJ, Han SJ. Anodal transcranial direct current stimulation provokes neuroplasticity in repetitive mild traumatic brain injury in rats. Neural Plast. 2017;2017:1372946. doi: 10.1155/2017/1372946. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 230.Parker RS, Lewis GN, Rice DA, McNair PJ. Is Motor Cortical Excitability Altered in People with Chronic Pain? A Systematic Review and Meta-Analysis. Brain Stimulat. 2016;9:488–500. doi: 10.1016/j.brs.2016.03.020. [DOI] [PubMed] [Google Scholar]
- 231.Schabrun SM, Elgueta-Cancino EL, Hodges PW. Smudging of the motor cortex is related to the severity of low back pain. Spine. 2017;42:1172–1178. doi: 10.1097/BRS.0000000000000938. [DOI] [PubMed] [Google Scholar]
- 232.Tsao H, Danneels LA, Hodges PW. ISSLS prize winner: Smudging the motor brain in young adults with recurrent low back pain. Spine. 2011;36:1721–1727. doi: 10.1097/BRS.0b013e31821c4267. [DOI] [PubMed] [Google Scholar]
- 233.Te M, Baptista AF, Chipchase LS, Schabrun SM. Primary motor cortex organization is altered in persistent patellofemoral pain. Pain Med. 2017;18:2224–2234. doi: 10.1093/pm/pnx036. [DOI] [PubMed] [Google Scholar]
- 234.Schabrun SM, Hodges PW, Vicenzino B, Jones E, Chipchase LS. Novel adaptations in motor cortical maps: the relation to persistent elbow pain. Med Sci Sports Exerc. 2015;47:681–690. doi: 10.1249/MSS.0000000000000469. [DOI] [PubMed] [Google Scholar]
- 235.Schabrun SM, Christensen SW, Mrachacz-Kersting N, Graven-Nielsen T. Motor cortex reorganization and impaired function in the transition to sustained muscle pain. Cereb Cortex. 2016;26:1878–1890. doi: 10.1093/cercor/bhu319. [DOI] [PubMed] [Google Scholar]
- 236.Veldman MP, Maffiuletti NA, Hallett M, Zijdewind I, Hortobágyi T. Direct and crossed effects of somatosensory stimulation on neuronal excitability and motor performance in humans. Neurosci Biobehav Rev. 2014;47:22–35. doi: 10.1016/j.neubiorev.2014.07.013. [DOI] [PubMed] [Google Scholar]
- 237.Chipchase LS, Schabrun SM, Hodges PW. Peripheral electrical stimulation to induce cortical plasticity: a systematic review of stimulus parameters. Clin Neurophysiol. 2011;122:456–463. doi: 10.1016/j.clinph.2010.07.025. [DOI] [PubMed] [Google Scholar]
- 238.Fuggetta G, Noh NA. A neurophysiological insight into the potential link between transcranial magnetic stimulation, thalamocortical dysrhythmia and neuropsychiatric disorders. Exp Neurol. 2013;245:87–95. doi: 10.1016/j.expneurol.2012.10.010. [DOI] [PubMed] [Google Scholar]
- 239.Schabrun SM, Jones E, Elgueta Cancino EL, Hodges PW. Targeting chronic recurrent low back pain from the top-down and the bottom-up: a combined transcranial direct current stimulation and peripheral electrical stimulation intervention. Brain Stimulat. 2014;7:451–459. doi: 10.1016/j.brs.2014.01.058. [DOI] [PubMed] [Google Scholar]
- 240.Moisset X, de Andrade DC, Bouhassira D. From pulses to pain relief: an update on the mechanisms of rTMS-induced analgesic effects. Eur J Pain. 2016;20:689–700. doi: 10.1002/ejp.811. [DOI] [PubMed] [Google Scholar]
- 241.Tsubokawa T, Katayama Y, Yamamoto T, Hirayama T, Koyama S. Chronic motor cortex stimulation for the treatment of central pain. Acta Neurochir Suppl (Wien) 1991;52:137–139. doi: 10.1007/978-3-7091-9160-6_37. [DOI] [PubMed] [Google Scholar]
- 242.Xie Y, Huo F, Tang J. Cerebral cortex modulation of pain. Acta Pharmacol Sin. 2009;30:31–41. doi: 10.1038/aps.2008.14. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 243.Lefaucheur JP, Drouot X, Ménard-Lefaucheur I, Keravel Y, Nguyen JP. Motor cortex rTMS restores defective intracortical inhibition in chronic neuropathic pain. Neurology. 2006;67:1568–1574. doi: 10.1212/01.wnl.0000242731.10074.3c. [DOI] [PubMed] [Google Scholar]
- 244.Lefaucheur JP, Hatem S, Nineb A, Ménard-Lefaucheur I, Wendling S, Keravel Y, et al. Somatotopic organization of the analgesic effects of motor cortex rTMS in neuropathic pain. Neurology. 2006;67:1998–2004. doi: 10.1212/01.wnl.0000247138.85330.88. [DOI] [PubMed] [Google Scholar]
- 245.Fregni F, Gimenes R, Valle AC, Ferreira MJL, Rocha RR, Natalle L, et al. A randomized, sham-controlled, proof of principle study of transcranial direct current stimulation for the treatment of pain in fibromyalgia. Arthritis Rheum. 2006;54:3988–3998. doi: 10.1002/art.22195. [DOI] [PubMed] [Google Scholar]
- 246.Mendonca ME, Simis M, Grecco LC, Battistella LR, Baptista AF, Fregni F. Transcranial Direct Current Stimulation Combined with Aerobic Exercise to Optimize Analgesic Responses in Fibromyalgia: A Randomized Placebo-Controlled Clinical Trial. Front Hum Neurosci. 2016;10:68. doi: 10.3389/fnhum.2016.00068. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 247.Malfliet A, Coppieters I, Van Wilgen P, Kregel J, De Pauw R, Dolphens M, et al. Brain changes associated with cognitive and emotional factors in chronic pain: A systematic review. Eur J Pain. 2017;21:769–786. doi: 10.1002/ejp.1003. [DOI] [PubMed] [Google Scholar]
- 248.Lefaucheur J-P, André-Obadia N, Antal A, Ayache SS, Baeken C, Benninger DH, et al. Evidence-based guidelines on the therapeutic use of repetitive transcranial magnetic stimulation (rTMS) Clin Neurophysiol. 2014;125:2150–2206. doi: 10.1016/j.clinph.2014.05.021. [DOI] [PubMed] [Google Scholar]
- 249.O’Connell NE, Marston L, Spencer S, DeSouza LH, Wand BM. Non-invasive brain stimulation techniques for chronic pain. Cochrane Database Syst Rev. 2018;4:CD008208. doi: 10.1002/14651858.CD008208.pub5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 250.Hazime FA, Baptista AF, de Freitas DG, Monteiro RL, Maretto RL, Hasue RH, et al. Treating low back pain with combined cerebral and peripheral electrical stimulation: A randomized, double-blind, factorial clinical trial. Eur J Pain. 2017;21:1132–1143. doi: 10.1002/ejp.1037. [DOI] [PubMed] [Google Scholar]
- 251.Armand J. The origin, course and terminations of corticospinal fibers in various mammals. Prog Brain Res. 1982;57:329–360. doi: 10.1016/S0079-6123(08)64136-9. [DOI] [PubMed] [Google Scholar]
- 252.Sanes JN, Donoghue JP. Plasticity and primary motor cortex. Annu Rev Neurosci. 2000;23:393–415. doi: 10.1146/annurev.neuro.23.1.393. [DOI] [PubMed] [Google Scholar]
- 253.Rioult-Pedotti MS, Friedman D, Hess G, Donoghue JP. Strengthening of horizontal cortical connections following skill learning. Nat Neurosci. 1998;1:230–234. doi: 10.1038/678. [DOI] [PubMed] [Google Scholar]
- 254.Xu T, Yu X, Perlik AJ, Tobin WF, Zweig JA, Tennant K, et al. Rapid formation and selective stabilization of synapses for enduring motor memories. Nature. 2009;462:915–919. doi: 10.1038/nature08389. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 255.Dudai Y. The neurobiology of consolidations, or, how stable is the engram? Annu Rev Psychol. 2004;55:51–86. doi: 10.1146/annurev.psych.55.090902.142050. [DOI] [PubMed] [Google Scholar]
- 256.Bear MF, Malenka RC. Synaptic plasticity: LTP and LTD. Curr Opin Neurobiol. 1994;4:389–399. doi: 10.1016/0959-4388(94)90101-5. [DOI] [PubMed] [Google Scholar]
- 257.Miranda PC. Physics of effects of transcranial brain stimulation. Handb Clin Neurol. 2013;116:353–366. doi: 10.1016/B978-0-444-53497-2.00029-2. [DOI] [PubMed] [Google Scholar]
- 258.Rothwell JC. Techniques and mechanisms of action of transcranial stimulation of the human motor cortex. J Neurosci Methods. 1997;74:113–122. doi: 10.1016/S0165-0270(97)02242-5. [DOI] [PubMed] [Google Scholar]
- 259.Liu Xiaoyun, Yang Xi, Hou Zhenghua, Ma Ming, Jiang Wenhao, Wang Caiyun, Zhang Yuqun, Yuan Yonggui. Increased interhemispheric synchrony underlying the improved athletic performance of rowing athletes by transcranial direct current stimulation. Brain Imaging and Behavior. 2018;13(5):1324–1332. doi: 10.1007/s11682-018-9948-3. [DOI] [PubMed] [Google Scholar]
- 260.Valenzuela PL, Amo C, Sánchez-Martínez G, Torrontegi E, Vázquez-Carrión J, Montalvo Z, et al. Transcranial direct current stimulation enhances mood but not performance in elite athletes. Int J Sports Physiol Perform. 2018;14:1–20. doi: 10.1123/ijspp.2018-0473. [DOI] [PubMed] [Google Scholar]
- 261.Pixa NH, Pollok B. Effects of tDCS on Bimanual Motor Skills: A Brief Review. Front Behav Neurosci. 2018;12:63. doi: 10.3389/fnbeh.2018.00063. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 262.Hazime FA, da Cunha RA, Soliaman RR, Romancini ACB, de Pochini AC, Ejnisman B, et al. Anodal transcranial direct current stimulation (tdcs) increases isometric strength of shoulder rotators muscles in handball players. Int J Sports Phys Ther. 2017;12:402–407. [PMC free article] [PubMed] [Google Scholar]
- 263.Lattari E, Campos C, Lamego MK, Passos de Souza SL, Neto GM, Rocha NB, et al. Can transcranial direct current stimulation improve muscle power in individuals with advanced resistance training experience? J Strength Cond Res. 2017. 10.1519/JSC.0000000000001956. [DOI] [PubMed]
- 264.Zich C, Harty S, Kranczioch C, Mansfield KL, Sella F, Debener S, et al. Modulating hemispheric lateralization by brain stimulation yields gain in mental and physical activity. Sci Rep. 2017;7:13430. doi: 10.1038/s41598-017-13795-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 265.Borducchi DMM, Gomes JS, Akiba H, Cordeiro Q, Borducchi JHM, Valentin LSS, et al. Transcranial direct current stimulation effects on athletes’ cognitive performance: an exploratory proof of concept trial. Front Psychiatry. 2016;7:183. doi: 10.3389/fpsyt.2016.00183. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 266.Foerster Á, Melo L, Mello M, Castro R, Shirahige L, Rocha S, et al. Cerebellar transcranial direct current stimulation (ctdcs) impairs balance control in healthy individuals. Cerebellum. 2017;16:872–875. doi: 10.1007/s12311-017-0863-8. [DOI] [PubMed] [Google Scholar]
- 267.Reardon S. ‘Brain doping’ may improve athletes’ performance. Nature. 2016;531:283–284. doi: 10.1038/nature.2016.19534. [DOI] [PubMed] [Google Scholar]
- 268.Cogiamanian F, Marceglia S, Ardolino G, Barbieri S, Priori A. Improved isometric force endurance after transcranial direct current stimulation over the human motor cortical areas. Eur J Neurosci. 2007;26:242–249. doi: 10.1111/j.1460-9568.2007.05633.x. [DOI] [PubMed] [Google Scholar]
- 269.Vitor-Costa M, Okuno NM, Bortolotti H, Bertollo M, Boggio PS, Fregni F, et al. Improving cycling performance: transcranial direct current stimulation increases time to exhaustion in cycling. PLoS ONE. 2015;10:e0144916. doi: 10.1371/journal.pone.0144916. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 270.Apšvalka D, Ramsey R, Cross ES. Anodal tDCS over Primary Motor Cortex Provides No Advantage to Learning Motor Sequences via Observation. Neural Plast. 2018;2018:1237962. doi: 10.1155/2018/1237962. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 271.Harris DM, Rantalainen T, Muthalib M, Johnson L, Duckham RL, Smith ST, et al. Concurrent exergaming and transcranial direct current stimulation to improve balance in people with Parkinson’s disease: study protocol for a randomised controlled trial. Trials. 2018;19:387. doi: 10.1186/s13063-018-2773-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 272.Lopez-Alonso V, Liew S-L, Fernández Del Olmo M, Cheeran B, Sandrini M, Abe M, et al. A Preliminary Comparison of Motor Learning Across Different Non-invasive Brain Stimulation Paradigms Shows No Consistent Modulations. Front Neurosci. 2018;12:253. doi: 10.3389/fnins.2018.00253. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 273.Rumpf J-J, Dietrich S, Stoppe M, Fricke C, Weise D, Then Bergh F, et al. Compromised tDCS-induced facilitation of motor consolidation in patients with multiple sclerosis. J Neurol. 2018;265:2302–2311. doi: 10.1007/s00415-018-8993-6. [DOI] [PubMed] [Google Scholar]
- 274.Fregni F, Boggio PS, Mansur CG, Wagner T, Ferreira MJL, Lima MC, et al. Transcranial direct current stimulation of the unaffected hemisphere in stroke patients. Neuroreport. 2005;16:1551–1555. doi: 10.1097/01.wnr.0000177010.44602.5e. [DOI] [PubMed] [Google Scholar]
- 275.Arias P, Corral-Bergantiños Y, Robles-García V, Madrid A, Oliviero A, Cudeiro J. Bilateral tDCS on Primary Motor Cortex: Effects on Fast Arm Reaching Tasks. PLoS ONE. 2016;11:e0160063. doi: 10.1371/journal.pone.0160063. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 276.Javadi AH, Brunec IK, Walsh V, Penny WD, Spiers HJ. Transcranial electrical brain stimulation modulates neuronal tuning curves in perception of numerosity and duration. Neuroimage. 2014;102(Pt 2):451–457. doi: 10.1016/j.neuroimage.2014.08.016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 277.Oyama F, Ishibashi K, Iwanaga K. Cathodal transcranial direct-current stimulation over right posterior parietal cortex enhances human temporal discrimination ability. J Physiol Anthropol. 2017;36:41. doi: 10.1186/s40101-017-0157-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 278.Brunoni Andre R., Sampaio-Junior Bernardo, Moffa Adriano H., Aparício Luana V., Gordon Pedro, Klein Izio, Rios Rosa M., Razza Lais B., Loo Colleen, Padberg Frank, Valiengo Leandro. Noninvasive brain stimulation in psychiatric disorders: a primer. Brazilian Journal of Psychiatry. 2019;41(1):70–81. doi: 10.1590/1516-4446-2017-0018. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 279.Borrione L, Moffa AH, Martin D, Loo CK, Brunoni AR. Transcranial direct current stimulation in the acute depressive episode: A systematic review of current knowledge. J ECT. 2018;34:153–163. doi: 10.1097/YCT.0000000000000512. [DOI] [PubMed] [Google Scholar]
- 280.Moffa AH, Brunoni AR, Nikolin S, Loo CK. Transcranial direct current stimulation in psychiatric disorders: A comprehensive review. Psychiatr Clin North Am. 2018;41:447–463. doi: 10.1016/j.psc.2018.05.002. [DOI] [PubMed] [Google Scholar]
- 281.Veronezi BP, Moffa AH, Carvalho AF, Galhardoni R, Simis M, Benseñor IM, et al. Evidence for increased motor cortical facilitation and decreased inhibition in atypical depression. Acta Psychiatr Scand. 2016;134:172–182. doi: 10.1111/acps.12565. [DOI] [PubMed] [Google Scholar]
- 282.Radhu N, de Jesus DR, Ravindran LN, Zanjani A, Fitzgerald PB, Daskalakis ZJ. A meta-analysis of cortical inhibition and excitability using transcranial magnetic stimulation in psychiatric disorders. Clin Neurophysiol. 2013;124:1309–1320. doi: 10.1016/j.clinph.2013.01.014. [DOI] [PubMed] [Google Scholar]
- 283.Gordon PC, da Valiengo LCL, de Paula VJR, Galhardoni R, Ziemann U, de Andrade DC, et al. Changes in motor cortical excitability in schizophrenia following transcranial direct current stimulation. Prog Neuro-Psychopharmacol Biol Psychiatry. 2018;90:43–48. doi: 10.1016/j.pnpbp.2018.11.004. [DOI] [PubMed] [Google Scholar]
- 284.Brunoni AR, Shiozawa P, Truong D, Javitt DC, Elkis H, Fregni F, et al. Understanding tDCS effects in schizophrenia: a systematic review of clinical data and an integrated computation modeling analysis. Expert Rev Med Devices. 2014;11:383–394. doi: 10.1586/17434440.2014.911082. [DOI] [PubMed] [Google Scholar]
- 285.Mondino M, Brunelin J, Palm U, Brunoni AR, Poulet E, Fecteau S. Transcranial direct current stimulation for the treatment of refractory symptoms of schizophrenia. current evidence and future directions. Curr Pharm Des. 2015;21:3373–3383. doi: 10.2174/1381612821666150619093648. [DOI] [PubMed] [Google Scholar]
- 286.Shiozawa P, da Silva ME, Cordeiro Q, Fregni F, Brunoni AR. Transcranial direct current stimulation (tDCS) for catatonic schizophrenia: a case study. Schizophr Res. 2013;146:374–375. doi: 10.1016/j.schres.2013.01.030. [DOI] [PubMed] [Google Scholar]
- 287.Martin A. The representation of object concepts in the brain. Annu Rev Psychol. 2007;58:25–45. doi: 10.1146/annurev.psych.57.102904.190143. [DOI] [PubMed] [Google Scholar]
- 288.Barsalou LW. Grounded cognition. Annu Rev Psychol. 2008;59:617–645. doi: 10.1146/annurev.psych.59.103006.093639. [DOI] [PubMed] [Google Scholar]
- 289.Buccino G, Riggio L, Melli G, Binkofski F, Gallese V, Rizzolatti G. Listening to action-related sentences modulates the activity of the motor system: a combined TMS and behavioral study. Brain Res Cogn Brain Res. 2005;24:355–363. doi: 10.1016/j.cogbrainres.2005.02.020. [DOI] [PubMed] [Google Scholar]
- 290.Vicario CM, Candidi M, Aglioti SM. Cortico-spinal embodiment of newly acquired, action-related semantic associations. Brain Stimulat. 2013;6:952–958. doi: 10.1016/j.brs.2013.05.010. [DOI] [PubMed] [Google Scholar]
- 291.Buchwald A, Calhoun H, Rimikis S, Lowe MS, Wellner R, Edwards DJ. Using tDCS to facilitate motor learning in speech production: The role of timing. Cortex. 2018;111:274–285. doi: 10.1016/j.cortex.2018.11.014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 292.Convento S, Romano D, Maravita A, Bolognini N. Roles of the right temporo-parietal and premotor cortices in self-location and body ownership. Eur J Neurosci. 2018;47:1289–1302. doi: 10.1111/ejn.13937. [DOI] [PubMed] [Google Scholar]
- 293.Kitago T, Krakauer JW. Motor learning principles for neurorehabilitation. Handb Clin Neurol. 2013;110:93–103. doi: 10.1016/B978-0-444-52901-5.00008-3. [DOI] [PubMed] [Google Scholar]
- 294.World Health Organization. International classification of functioning, disability and health: ICF: World Health Organization; 2001. https://apps.who.int/iris/handle/10665/42407
- 295.Lexell J, Brogårdh C. The use of ICF in the neurorehabilitation process. NeuroRehabilitation. 2015;36:5–9. doi: 10.3233/NRE-141184. [DOI] [PubMed] [Google Scholar]
- 296.Rauch A, Cieza A, Stucki G. How to apply the International Classification of Functioning, Disability and Health (ICF) for rehabilitation management in clinical practice. Eur J Phys Rehabil Med. 2008;44:329–342. [PubMed] [Google Scholar]
- 297.Scott CL, Phillips LH, Johnston M, Whyte MM, Macleod MJ. Emotion processing and social participation following stroke : study protocol. 2012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 298.Grecco LAC, de Duarte NAC, de Mendonça ME, Pasini H, de Lima VLCC, Franco RC, et al. Effect of transcranial direct current stimulation combined with gait and mobility training on functionality in children with cerebral palsy: study protocol for a double-blind randomized controlled clinical trial. BMC Pediatr. 2013;13:168. doi: 10.1186/1471-2431-13-168. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 299.Elsner B, Kugler J, Pohl M, Mehrholz J. Transcranial direct current stimulation (tDCS) for idiopathic Parkinson’s disease. Cochrane Database Syst Rev. 2016;7:CD010916. doi: 10.1002/14651858.CD010916.pub2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 300.Villamar MF, Volz MS, Bikson M, Datta A, Dasilva AF, Fregni F. Technique and considerations in the use of 4x1 ring high-definition transcranial direct current stimulation (HD-tDCS). J Vis Exp. 2013:e50309. 10.3791/50309. [DOI] [PMC free article] [PubMed]
- 301.Hill AT, Fitzgerald PB, Hoy KE. Effects of Anodal Transcranial Direct Current Stimulation on Working Memory: A Systematic Review and Meta-Analysis of Findings From Healthy and Neuropsychiatric Populations. Brain Stimulat. 2016;9:197–208. doi: 10.1016/j.brs.2015.10.006. [DOI] [PubMed] [Google Scholar]
- 302.Aleman A, Enriquez-Geppert S, Knegtering H, Dlabac-de Lange JJ. Moderate effects of noninvasive brain stimulation of the frontal cortex for improving negative symptoms in schizophrenia: Meta-analysis of controlled trials. Neurosci Biobehav Rev. 2018;89:111–118. doi: 10.1016/j.neubiorev.2018.02.009. [DOI] [PubMed] [Google Scholar]
- 303.Brunoni AR, Moffa AH, Fregni F, Palm U, Padberg F, Blumberger DM, et al. Transcranial direct current stimulation for acute major depressive episodes: meta-analysis of individual patient data. Br J Psychiatry. 2016;208:522–531. doi: 10.1192/bjp.bp.115.164715. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 304.Brunoni AR, Vanderhasselt M-A. Working memory improvement with non-invasive brain stimulation of the dorsolateral prefrontal cortex: a systematic review and meta-analysis. Brain Cogn. 2014;86:1–9. doi: 10.1016/j.bandc.2014.01.008. [DOI] [PubMed] [Google Scholar]
- 305.Hogeveen J, Grafman J, Aboseria M, David A, Bikson M, Hauner KK. Effects of High-Definition and Conventional tDCS on Response Inhibition. Brain Stimulat. 2016;9:720–729. doi: 10.1016/j.brs.2016.04.015. [DOI] [PubMed] [Google Scholar]
- 306.Gözenman F, Berryhill ME. Working memory capacity differentially influences responses to tDCS and HD-tDCS in a retro-cue task. Neurosci Lett. 2016;629:105–109. doi: 10.1016/j.neulet.2016.06.056. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 307.Trofimov AO, Kalentiev G, Karelsky M, Ksenofontova C, Ruzavina A, Yuriev M, et al. Cerebral Hemodynamics After Transcranial Direct Current Stimulation (tDCS) in Patients with Consequences of Traumatic Brain Injury. Adv Exp Med Biol. 2018;1072:59–62. doi: 10.1007/978-3-319-91287-5_10. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 308.Lee EHM, Chan PY, Law EYL, Lin JJX, Hui CLM, Chang WC, et al. Efficacy of transcranial direct current stimulation (tDCS) as a treatment for persistent hallucinations in patients with schizophrenia: A systematic review and meta-analysis. Schizophr Res. 2018;202:423–425. doi: 10.1016/j.schres.2018.06.069. [DOI] [PubMed] [Google Scholar]
- 309.Sreeraj VS, Dinakaran D, Parlikar R, Chhabra H, Selvaraj S, Shivakumar V, et al. High-definition transcranial direct current simulation (HD-tDCS) for persistent auditory hallucinations in schizophrenia. Asian J Psychiatr. 2018;37:46–50. doi: 10.1016/j.ajp.2018.08.008. [DOI] [PubMed] [Google Scholar]
- 310.Mukku SSR, Selvaraj S, Parlikar R, Damodharan D, Sivakumar PT, Nagaraj C, et al. High-Definition Transcranial direct current stimulation (HD-tDCS) for auditory hallucinations in dementia-A case series. Asian J Psychiatr. 2018;37:102–105. doi: 10.1016/j.ajp.2018.08.013. [DOI] [PubMed] [Google Scholar]
- 311.Vaseghi B, Zoghi M, Jaberzadeh S. Does anodal transcranial direct current stimulation modulate sensory perception and pain? A meta-analysis study. Clin Neurophysiol. 2014;125:1847–1858. doi: 10.1016/j.clinph.2014.01.020. [DOI] [PubMed] [Google Scholar]
- 312.Zhu C-E, Yu B, Zhang W, Chen W-H, Qi Q, Miao Y. Effiectiveness and safety of transcranial direct current stimulation in fibromyalgia: A systematic review and meta-analysis. J Rehabil Med. 2017;49:2–9. doi: 10.2340/16501977-2179. [DOI] [PubMed] [Google Scholar]
- 313.Villamar MF, Wivatvongvana P, Patumanond J, Bikson M, Truong DQ, Datta A, et al. Focal modulation of the primary motor cortex in fibromyalgia using 4×1-ring high-definition transcranial direct current stimulation (HD-tDCS): immediate and delayed analgesic effects of cathodal and anodal stimulation. J Pain. 2013;14:371–383. doi: 10.1016/j.jpain.2012.12.007. [DOI] [PubMed] [Google Scholar]
- 314.Vaseghi B, Zoghi M, Jaberzadeh S. A meta-analysis of site-specific effects of cathodal transcranial direct current stimulation on sensory perception and pain. PLoS ONE. 2015;10:e0123873. doi: 10.1371/journal.pone.0123873. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 315.DaSilva AF, Truong DQ, DosSantos MF, Toback RL, Datta A, Bikson M. State-of-art neuroanatomical target analysis of high-definition and conventional tDCS montages used for migraine and pain control. Front Neuroanat. 2015;9:89. doi: 10.3389/fnana.2015.00089. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 316.Jacquemin L, Shekhawat GS, Van de Heyning P, Mertens G, Fransen E, Van Rompaey V, et al. Effects of Electrical Stimulation in Tinnitus Patients: Conventional Versus High-Definition tDCS. Neurorehabil Neural Repair. 2018;32:714–723. doi: 10.1177/1545968318787916. [DOI] [PubMed] [Google Scholar]
- 317.Castillo-Saavedra L, Gebodh N, Bikson M, Diaz-Cruz C, Brandao R, Coutinho L, et al. Clinically Effective Treatment of Fibromyalgia Pain With High-Definition Transcranial Direct Current Stimulation: Phase II Open-Label Dose Optimization. J Pain. 2016;17:14–26. doi: 10.1016/j.jpain.2015.09.009. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 318.Dissanayaka T, Zoghi M, Farrell M, Egan GF, Jaberzadeh S. Does transcranial electrical stimulation enhance corticospinal excitability of the motor cortex in healthy individuals? A systematic review and meta-analysis. Eur J Neurosci. 2017;46:1968–1990. doi: 10.1111/ejn.13640. [DOI] [PubMed] [Google Scholar]
- 319.Biabani M, Aminitehrani M, Zoghi M, Farrell M, Egan G, Jaberzadeh S. The effects of transcranial direct current stimulation on short-interval intracortical inhibition and intracortical facilitation: a systematic review and meta-analysis. Rev Neurosci. 2018;29:99–114. doi: 10.1515/revneuro-2017-0023. [DOI] [PubMed] [Google Scholar]
- 320.da Machado DGS, Unal G, Andrade SM, Moreira A, Altimari LR, Brunoni AR, et al. Effect of transcranial direct current stimulation on exercise performance: A systematic review and meta-analysis. Brain Stimulat. 2018;12:593–605. doi: 10.1016/j.brs.2018.12.227. [DOI] [PubMed] [Google Scholar]
- 321.Radel R, Tempest G, Denis G, Besson P, Zory R. Extending the limits of force endurance: Stimulation of the motor or the frontal cortex? Cortex. 2017;97:96–108. doi: 10.1016/j.cortex.2017.09.026. [DOI] [PubMed] [Google Scholar]
- 322.Flood A, Waddington G, Keegan RJ, Thompson KG, Cathcart S. The effects of elevated pain inhibition on endurance exercise performance. PeerJ. 2017;5:e3028. doi: 10.7717/peerj.3028. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 323.Machado DGS, Unal G, Andrade SM, Moreira A, Altimari LR, Brunoni AR, et al. Effect oftranscranial direct current stimulation on exercise performance: a systematicreview and meta-analysis. Brain Stimulat. 2018; Epub ahead of print. [DOI] [PubMed]
- 324.Pixa NH, Steinberg F, Doppelmayr M. Effects of High-Definition Anodal Transcranial Direct Current Stimulation Applied Simultaneously to Both Primary Motor Cortices on Bimanual Sensorimotor Performance. Front Behav Neurosci. 2017;11:130. doi: 10.3389/fnbeh.2017.00130. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 325.Pixa NH, Steinberg F, Doppelmayr M. High-definition transcranial direct current stimulation to both primary motor cortices improves unimanual and bimanual dexterity. Neurosci Lett. 2017;643:84–88. doi: 10.1016/j.neulet.2017.02.033. [DOI] [PubMed] [Google Scholar]
- 326.Fan J, Voisin J, Milot M-H, Higgins J, Boudrias M-H. Transcranial direct current stimulation over multiple days enhances motor performance of a grip task. Ann Phys Rehabil Med. 2017;60:329–333. doi: 10.1016/j.rehab.2017.07.001. [DOI] [PubMed] [Google Scholar]
- 327.Hashemirad F, Zoghi M, Fitzgerald PB, Jaberzadeh S. The effect of anodal transcranial direct current stimulation on motor sequence learning in healthy individuals: A systematic review and meta-analysis. Brain Cogn. 2016;102:1–12. doi: 10.1016/j.bandc.2015.11.005. [DOI] [PubMed] [Google Scholar]
- 328.Cole L, Giuffre A, Ciechanski P, Carlson HL, Zewdie E, Kuo H-C, et al. Effects of High-Definition and Conventional Transcranial Direct-Current Stimulation on Motor Learning in Children. Front Neurosci. 2018;12:787. doi: 10.3389/fnins.2018.00787. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 329.Lenoir C, Jankovski A, Mouraux A. Anodal transcutaneous spinal direct current stimulation (tsdcs) selectively inhibits the synaptic efficacy of nociceptive transmission at spinal cord level. Neuroscience. 2018;393:150–163. doi: 10.1016/j.neuroscience.2018.10.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 330.Meyer-Frießem CH, Haag LM, Schmidt-Wilcke T, Magerl W, Pogatzki-Zahn EM, Tegenthoff M, et al. Transcutaneous spinal DC stimulation reduces pain sensitivity in humans. Neurosci Lett. 2015;589:153–158. doi: 10.1016/j.neulet.2015.01.029. [DOI] [PubMed] [Google Scholar]
- 331.Truini A, Vergari M, Biasiotta A, La Cesa S, Gabriele M, Di Stefano G, et al. Transcutaneous spinal direct current stimulation inhibits nociceptive spinal pathway conduction and increases pain tolerance in humans. Eur J Pain. 2011;15:1023–1027. doi: 10.1016/j.ejpain.2011.04.009. [DOI] [PubMed] [Google Scholar]
- 332.Ardolino G, Bocci T, Nigro M, Vergari M, Di Fonzo A, Bonato S, et al. Spinal direct current stimulation (tsDCS) in hereditary spastic paraplegias (HSP): A sham-controlled crossover study. J Spinal Cord Med. 2018:1–8. 10.1080/10790268.2018.1543926. [DOI] [PMC free article] [PubMed]
- 333.Picelli A, Chemello E, Castellazzi P, Roncari L, Waldner A, Saltuari L, et al. Combined effects of transcranial direct current stimulation (tDCS) and transcutaneous spinal direct current stimulation (tsDCS) on robot-assisted gait training in patients with chronic stroke: A pilot, double blind, randomized controlled trial. Restor Neurol Neurosci. 2015;33:357–368. doi: 10.3233/RNN-140474. [DOI] [PubMed] [Google Scholar]
- 334.Marangolo P, Fiori V, Shofany J, Gili T, Caltagirone C, Cucuzza G, et al. Moving Beyond the Brain: Transcutaneous Spinal Direct Current Stimulation in Post-Stroke Aphasia. Front Neurol. 2017;8:400. doi: 10.3389/fneur.2017.00400. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 335.Parazzini M, Fiocchi S, Liorni I, Rossi E, Cogiamanian F, Vergari M, et al. Modeling the current density generated by transcutaneous spinal direct current stimulation (tsDCS) Clin Neurophysiol. 2014;125:2260–2270. doi: 10.1016/j.clinph.2014.02.027. [DOI] [PubMed] [Google Scholar]
- 336.Fernandes SR, Salvador R, Wenger C, de Carvalho MA, Miranda PC. Influence of electrode configuration on the electric field distribution during transcutaneous spinal direct current stimulation of the cervical spine. Conf Proc IEEE Eng Med Biol Soc. 2016;2016:3121–3124. doi: 10.1109/EMBC.2016.7591390. [DOI] [PubMed] [Google Scholar]
- 337.Song W, Truong DQ, Bikson M, Martin JH. Transspinal direct current stimulation immediately modifies motor cortex sensorimotor maps. J Neurophysiol. 2015;113:2801–2811. doi: 10.1152/jn.00784.2014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 338.Schweizer L, Meyer-Frießem CH, Zahn PK, Tegenthoff M, Schmidt-Wilcke T. Transcutaneous Spinal Direct Current Stimulation Alters Resting-State Functional Connectivity. Brain Connect. 2017;7:357–365. doi: 10.1089/brain.2017.0505. [DOI] [PubMed] [Google Scholar]
- 339.Aguilar J, Pulecchi F, Dilena R, Oliviero A, Priori A, Foffani G. Spinal direct current stimulation modulates the activity of gracile nucleus and primary somatosensory cortex in anaesthetized rats. J Physiol Lond. 2011;589(Pt 20):4981–4996. doi: 10.1113/jphysiol.2011.214189. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 340.Jankowska E, Kaczmarek D, Bolzoni F, Hammar I. Evidence that some long-lasting effects of direct current in the rat spinal cord are activity-independent. Eur J Neurosci. 2016;43:1400–1411. doi: 10.1111/ejn.13238. [DOI] [PubMed] [Google Scholar]
- 341.Song W, Amer A, Ryan D, Martin JH. Combined motor cortex and spinal cord neuromodulation promotes corticospinal system functional and structural plasticity and motor function after injury. Exp Neurol. 2016;277:46–57. doi: 10.1016/j.expneurol.2015.12.008. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 342.Cogiamanian F, Vergari M, Schiaffi E, Marceglia S, Ardolino G, Barbieri S, et al. Transcutaneous spinal cord direct current stimulation inhibits the lower limb nociceptive flexion reflex in human beings. Pain. 2011;152:370–375. doi: 10.1016/j.pain.2010.10.041. [DOI] [PubMed] [Google Scholar]
- 343.Lim C-Y, Shin H-I. Noninvasive DC stimulation on neck changes MEP. Neuroreport. 2011;22:819–823. doi: 10.1097/WNR.0b013e32834b939d. [DOI] [PubMed] [Google Scholar]
- 344.Ahmed Zaghloul. Modulation of gamma and alpha spinal motor neurons activity by trans-spinal direct current stimulation: effects on reflexive actions and locomotor activity. Physiological Reports. 2016;4(3):e12696. doi: 10.14814/phy2.12696. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 345.Ahmed Z. Effects of cathodal trans-spinal direct current stimulation on mouse spinal network and complex multijoint movements. J Neurosci. 2013;33:14949–14957. doi: 10.1523/JNEUROSCI.2793-13.2013. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 346.Bocci T, Vannini B, Torzini A, Mazzatenta A, Vergari M, Cogiamanian F, et al. Cathodal transcutaneous spinal direct current stimulation (tsDCS) improves motor unit recruitment in healthy subjects. Neurosci Lett. 2014;578:75–79. doi: 10.1016/j.neulet.2014.06.037. [DOI] [PubMed] [Google Scholar]
- 347.Bocci T, Marceglia S, Vergari M, Cognetto V, Cogiamanian F, Sartucci F, et al. Transcutaneous spinal direct current stimulation modulates human corticospinal system excitability. J Neurophysiol. 2015;114:440–446. doi: 10.1152/jn.00490.2014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 348.Kaczmarek D, Ristikankare J, Jankowska E. Does trans-spinal and local DC polarization affect presynaptic inhibition and post-activation depression? J Physiol Lond. 2017;595:1743–1761. doi: 10.1113/JP272902. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 349.Lamy J-C, Boakye M. BDNF Val66Met polymorphism alters spinal DC stimulation-induced plasticity in humans. J Neurophysiol. 2013;110:109–116. doi: 10.1152/jn.00116.2013. [DOI] [PubMed] [Google Scholar]
- 350.Bocci T, Barloscio D, Vergari M, Di Rollo A, Rossi S, Priori A, et al. Spinal direct current stimulation modulates short intracortical inhibition. Neuromodulation. 2015;18:686–693. doi: 10.1111/ner.12298. [DOI] [PubMed] [Google Scholar]
- 351.Bocci T, Caleo M, Vannini B, Vergari M, Cogiamanian F, Rossi S, et al. An unexpected target of spinal direct current stimulation: Interhemispheric connectivity in humans. J Neurosci Methods. 2015;254:18–26. doi: 10.1016/j.jneumeth.2015.07.012. [DOI] [PubMed] [Google Scholar]
- 352.Song Z, Ansah OB, Meyerson BA, Pertovaara A, Linderoth B. Exploration of supraspinal mechanisms in effects of spinal cord stimulation: role of the locus coeruleus. Neuroscience. 2013;253:426–434. doi: 10.1016/j.neuroscience.2013.09.006. [DOI] [PubMed] [Google Scholar]
- 353.Samaddar S, Vazquez K, Ponkia D, Toruno P, Sahbani K, Begum S, et al. Transspinal direct current stimulation modulates migration and proliferation of adult newly born spinal cells in mice. J Appl Physiol. 2017;122:339–353. doi: 10.1152/japplphysiol.00834.2016. [DOI] [PubMed] [Google Scholar]
- 354.Awosika OO, Sandrini M, Volochayev R, Thompson RM, Fishman N, Wu T, et al. Transcutaneous spinal direct current stimulation improves locomotor learning in healthy humans. Brain Stimulat. 2019;12:628–634. doi: 10.1016/j.brs.2019.01.017. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 355.Galea JM, Vazquez A, Pasricha N, de Xivry J-JO, Celnik P. Dissociating the roles of the cerebellum and motor cortex during adaptive learning: the motor cortex retains what the cerebellum learns. Cereb Cortex. 2011;21:1761–1770. doi: 10.1093/cercor/bhq246. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 356.Celnik P. Understanding and modulating motor learning with cerebellar stimulation. Cerebellum. 2015;14:171–174. doi: 10.1007/s12311-014-0607-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 357.Cantarero G, Spampinato D, Reis J, Ajagbe L, Thompson T, Kulkarni K, et al. Cerebellar direct current stimulation enhances on-line motor skill acquisition through an effect on accuracy. J Neurosci. 2015;35:3285–3290. doi: 10.1523/JNEUROSCI.2885-14.2015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 358.Ehsani F, Bakhtiary AH, Jaberzadeh S, Talimkhani A, Hajihasani A. Differential effects of primary motor cortex and cerebellar transcranial direct current stimulation on motor learning in healthy individuals: A randomized double-blind sham-controlled study. Neurosci Res. 2016;112:10–19. doi: 10.1016/j.neures.2016.06.003. [DOI] [PubMed] [Google Scholar]
- 359.Doppelmayr M, Pixa NH, Steinberg F. Cerebellar, but not Motor or Parietal, High-Density Anodal Transcranial Direct Current Stimulation Facilitates Motor Adaptation. J Int Neuropsychol Soc. 2016;22:928–936. doi: 10.1017/S1355617716000345. [DOI] [PubMed] [Google Scholar]
- 360.Parazzini M, Rossi E, Ferrucci R, Liorni I, Priori A, Ravazzani P. Modelling the electric field and the current density generated by cerebellar transcranial DC stimulation in humans. Clin Neurophysiol. 2014;125:577–584. doi: 10.1016/j.clinph.2013.09.039. [DOI] [PubMed] [Google Scholar]
- 361.Fiocchi S, Ravazzani P, Priori A, Parazzini M. Cerebellar and spinal direct current stimulation in children: computational modeling of the induced electric field. Front Hum Neurosci. 2016;10:522. doi: 10.3389/fnhum.2016.00522. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 362.McCormick DA, Thompson RF. Cerebellum: essential involvement in the classically conditioned eyelid response. Science. 1984;223:296–299. doi: 10.1126/science.6701513. [DOI] [PubMed] [Google Scholar]
- 363.McCormick DA, Lavond DG, Thompson RF. Neuronal responses of the rabbit brainstem during performance of the classically conditioned nictitating membrane (NM)/eyelid response. Brain Res. 1983;271:73–88. doi: 10.1016/0006-8993(83)91366-5. [DOI] [PubMed] [Google Scholar]
- 364.Thieme A, Thürling M, Galuba J, Burciu RG, Göricke S, Beck A, et al. Storage of a naturally acquired conditioned response is impaired in patients with cerebellar degeneration. Brain. 2013;136(Pt 7):2063–2076. doi: 10.1093/brain/awt107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 365.Maschke M, Drepper J, Kindsvater K, Kolb FP, Diener HC, Timmann D. Involvement of the human medial cerebellum in long-term habituation of the acoustic startle response. Exp Brain Res. 2000;133:359–367. doi: 10.1007/s002210000417. [DOI] [PubMed] [Google Scholar]
- 366.Lafo JA, Mikos A, Mangal PC, Scott BM, Trifilio E, Okun MS, et al. Emotion modulation of the startle reflex in essential tremor: Blunted reactivity to unpleasant and pleasant pictures. Parkinsonism Relat Disord. 2017;34:54–58. doi: 10.1016/j.parkreldis.2016.11.003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 367.Fox E, Lester V, Russo R, Bowles RJ, Pichler A, Dutton K. Facial expressions of emotion: are angry faces detected more efficiently? Cognit Emot. 2000;14:61–92. doi: 10.1080/026999300378996. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 368.Ferrucci R, Giannicola G, Rosa M, Fumagalli M, Boggio PS, Hallett M, et al. Cerebellum and processing of negative facial emotions: cerebellar transcranial DC stimulation specifically enhances the emotional recognition of facial anger and sadness. Cognit Emot. 2012;26:786–799. doi: 10.1080/02699931.2011.619520. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 369.Bocci T, Ferrucci R, Barloscio D, Parenti L, Cortese F, Priori A, et al. Cerebellar direct current stimulation modulates hand blink reflex: implications for defensive behavior in humans. Phys Rep. 2018;6:e13471. doi: 10.14814/phy2.13471. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 370.Hardwick RM, Celnik PA. Cerebellar direct current stimulation enhances motor learning in older adults. Neurobiol Aging. 2014;35:2217–2221. doi: 10.1016/j.neurobiolaging.2014.03.030. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 371.Samaei A, Ehsani F, Zoghi M, Hafez Yosephi M, Jaberzadeh S. Online and offline effects of cerebellar transcranial direct current stimulation on motor learning in healthy older adults: a randomized double-blind sham-controlled study. Eur J Neurosci. 2017;45:1177–1185. doi: 10.1111/ejn.13559. [DOI] [PubMed] [Google Scholar]
- 372.Herzfeld DJ, Pastor D, Haith AM, Rossetti Y, Shadmehr R, O’Shea J. Contributions of the cerebellum and the motor cortex to acquisition and retention of motor memories. Neuroimage. 2014;98:147–158. doi: 10.1016/j.neuroimage.2014.04.076. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 373.Block H, Celnik P. Stimulating the cerebellum affects visuomotor adaptation but not intermanual transfer of learning. Cerebellum. 2013;12:781–793. doi: 10.1007/s12311-013-0486-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 374.Farzan F, Vernet M, Shafi MMD, Rotenberg A, Daskalakis ZJ, Pascual-Leone A. Characterizing and Modulating Brain Circuitry through Transcranial Magnetic Stimulation Combined with Electroencephalography. Front Neural Circuits. 2016;10:73. doi: 10.3389/fncir.2016.00073. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 375.Hill AT, Rogasch NC, Fitzgerald PB, Hoy KE. TMS-EEG: A window into the neurophysiological effects of transcranial electrical stimulation in non-motor brain regions. Neurosci Biobehav Rev. 2016;64:175–184. doi: 10.1016/j.neubiorev.2016.03.006. [DOI] [PubMed] [Google Scholar]
- 376.Barker AT, Jalinous R, Freeston IL. Non-invasive magnetic stimulation of human motor cortex. Lancet. 1985;1:1106–1107. doi: 10.1016/S0140-6736(85)92413-4. [DOI] [PubMed] [Google Scholar]
- 377.Kobayashi M, Pascual-Leone A. Transcranial magnetic stimulation in neurology. Lancet Neurol. 2003;2:145–156. doi: 10.1016/S1474-4422(03)00321-1. [DOI] [PubMed] [Google Scholar]
- 378.Freitas C, Farzan F, Pascual-Leone A. Assessing brain plasticity across the lifespan with transcranial magnetic stimulation: why, how, and what is the ultimate goal? Front Neurosci. 2013;7:42. doi: 10.3389/fnins.2013.00042. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 379.Di Lazzaro V, Oliviero A, Pilato F, Mazzone P, Insola A, Ranieri F, et al. Corticospinal volleys evoked by transcranial stimulation of the brain in conscious humans. Neurol Res. 2003;25:143–150. doi: 10.1179/016164103101201292. [DOI] [PubMed] [Google Scholar]
- 380.Farzan F, Barr MS, Hoppenbrouwers SS, Fitzgerald PB, Chen R, Pascual-Leone A, et al. The EEG correlates of the TMS-induced EMG silent period in humans. Neuroimage. 2013;83:120–134. doi: 10.1016/j.neuroimage.2013.06.059. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 381.Comeau R. Neuronavigation for Transcranial Magnetic Stimulation. In: Transcranial Magnetic Stimulation. Neuromethods, Vol 89. New York: Humana Press; 2014. [Google Scholar]
- 382.Farzan F, Barr MS, Levinson AJ, Chen R, Wong W, Fitzgerald PB, et al. Reliability of long-interval cortical inhibition in healthy human subjects: a TMS-EEG study. J Neurophysiol. 2010;104:1339–1346. doi: 10.1152/jn.00279.2010. [DOI] [PubMed] [Google Scholar]
- 383.Lioumis P, Kicić D, Savolainen P, Mäkelä JP, Kähkönen S. Reproducibility of TMS-Evoked EEG responses. Hum Brain Mapp. 2009;30:1387–1396. doi: 10.1002/hbm.20608. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 384.Atluri S, Frehlich M, Mei Y, Garcia Dominguez L, Rogasch NC, Wong W, et al. TMSEEG: A MATLAB-Based Graphical User Interface for Processing Electrophysiological Signals during Transcranial Magnetic Stimulation. Front Neural Circuits. 2016;10:78. doi: 10.3389/fncir.2016.00078. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 385.Doruk Camsari Deniz, Lewis Charles P, Sonmez Ayse Irem, Nandakumar Aiswarya Laks, Gresbrink Marjorie A, Daskalakis Zafiris J, Croarkin Paul E. Transcranial Magnetic Stimulation Markers of Antidepressant Treatment in Adolescents With Major Depressive Disorder. International Journal of Neuropsychopharmacology. 2019;22(7):435–444. doi: 10.1093/ijnp/pyz021. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 386.Kimiskidis VK. Transcranial magnetic stimulation (TMS) coupled with electroencephalography (EEG): Biomarker of the future. Rev Neurol (Paris) 2016;172:123–126. doi: 10.1016/j.neurol.2015.11.004. [DOI] [PubMed] [Google Scholar]
- 387.Tremblay S, Rogasch NC, Premoli I, Blumberger DM, Casarotto S, Chen R, et al. Clinical utility and prospective of TMS-EEG. Clin Neurophysiol. 2019;130:802–844. doi: 10.1016/j.clinph.2019.01.001. [DOI] [PubMed] [Google Scholar]
- 388.Romero Lauro LJ, Rosanova M, Mattavelli G, Convento S, Pisoni A, Opitz A, et al. TDCS increases cortical excitability: direct evidence from TMS-EEG. Cortex. 2014;58:99–111. doi: 10.1016/j.cortex.2014.05.003. [DOI] [PubMed] [Google Scholar]
- 389.Bai Y, Xia X, Kang J, Yang Y, He J, Li X. TDCS modulates cortical excitability in patients with disorders of consciousness. Neuroimage Clin. 2017;15:702–709. doi: 10.1016/j.nicl.2017.01.025. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 390.Cipollari S, Veniero D, Razzano C, Caltagirone C, Koch G, Marangolo P. Combining TMS-EEG with transcranial direct current stimulation language treatment in aphasia. Expert Rev Neurother. 2015;15:833–845. doi: 10.1586/14737175.2015.1049998. [DOI] [PubMed] [Google Scholar]
- 391.Hill AT, Rogasch NC, Fitzgerald PB, Hoy KE. Effects of prefrontal bipolar and high-definition transcranial direct current stimulation on cortical reactivity and working memory in healthy adults. Neuroimage. 2017;152:142–157. doi: 10.1016/j.neuroimage.2017.03.001. [DOI] [PubMed] [Google Scholar]
- 392.Cabibel V, Muthalib M, Teo W-P, Perrey S. High-definition transcranial direct-current stimulation of the right M1 further facilitates left M1 excitability during crossed facilitation. J Neurophysiol. 2018;119:1266–1272. doi: 10.1152/jn.00861.2017. [DOI] [PubMed] [Google Scholar]
- 393.Fried PJ, Jannati A, Davila-Pérez P, Pascual-Leone A. Reproducibility of Single-Pulse, Paired-Pulse, and Intermittent Theta-Burst TMS Measures in Healthy Aging, Type-2 Diabetes, and Alzheimer’s Disease. Front Aging Neurosci. 2017;9:263. doi: 10.3389/fnagi.2017.00263. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 394.Nikouline V, Ruohonen J, Ilmoniemi RJ. The role of the coil click in TMS assessed with simultaneous EEG. Clin Neurophysiol. 1999;110:1325–1328. doi: 10.1016/S1388-2457(99)00070-X. [DOI] [PubMed] [Google Scholar]
- 395.Belardinelli P, Biabani M, Blumberger DM, Bortoletto M, Casarotto S, David O, et al. Reproducibility in TMS-EEG studies: A call for data sharing, standard procedures and effective experimental control. Brain Stimulat. 2019;12:787–790. doi: 10.1016/j.brs.2019.01.010. [DOI] [PubMed] [Google Scholar]
- 396.Conde V, Tomasevic L, Akopian I, Stanek K, Saturnino GB, Thielscher A, et al. The non-transcranial TMS-evoked potential is an inherent source of ambiguity in TMS-EEG studies. Neuroimage. 2019;185:300–312. doi: 10.1016/j.neuroimage.2018.10.052. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
Not applicable.